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Embedding-30 march 2018-14.11pm

suthagar23
Mar 30th, 2018
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  1. Data : 35%
  2. Vocabs : 800000
  3. Steps : 450001
  4.  
  5. Embedding started : 13:48
  6. Embedding ended : 14.11
  7.  
  8. ------------------------------------------------------------------------
  9.  
  10.  
  11. WARNING:tensorflow:From /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py:157: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.
  12. Instructions for updating:
  13. keep_dims is deprecated, use keepdims instead
  14. 2018-03-30 13:48:29.350815: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
  15. 2018-03-30 13:48:29.949345: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:895] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  16. 2018-03-30 13:48:29.949778: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1105] Found device 0 with properties:
  17. name: GeForce GT 740M major: 3 minor: 5 memoryClockRate(GHz): 1.0325
  18. pciBusID: 0000:01:00.0
  19. totalMemory: 1.96GiB freeMemory: 1.65GiB
  20. 2018-03-30 13:48:29.949794: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GT 740M, pci bus id: 0000:01:00.0, compute capability: 3.5)
  21. Initialized
  22. Average loss at step 0 : 328.4251708984375
  23. Nearest to one_CD: Tests_N, Keira_N, Phil_N, Mood_N, cylinder_N., lakeside_N, Ozone_N, Brees_N,
  24. Nearest to last_A: rebel_N, casualty_N, stack_N., Tawang_N, shove_N, Sign_N., Bmovie_N, Babar_N,
  25. Nearest to team_N: Marathon_N, traction_N, Personnel_N, Spirits_N, McNabb_N., stratospheric_N, welcome_V, tulle_N,
  26. Nearest to work_N: ambush_V, appellation_N, bond_V, pathetically_R, residential_real_estate_TGRAM, PAP_N, Recovering_V, doula_N,
  27. Nearest to give_V: volley_V, whitewater_N, Rams_N., thanks_N, electric_A., Brand_N., USRussia_N, salesman_N,
  28. Nearest to know_V: yearold_N, becuase_N, Tweet_N, Harper_N, pronunciation_N, promoter_N., Coliseum_N, buzzing_N.,
  29. Nearest to official_N: Yasukuni_N, hurdle_N, honesty_N., Memphis_N, HRH_N, devilishly_R, climber_N, allclear_N,
  30. Nearest to percent_N: Zeppelin_N, Tredegar_N, NBA_N, toymaker_N, overfishing_V., nonJewish_A, Weekley_N, Sacha_Baron_Cohen_TGRAM,
  31. Nearest to But_CC: Lover_N, Friedgen_N, Evert_N, Somme_N, Highend_N, ISS_N, Arabia_N., Giuliani_N,
  32. Nearest to company_N: finalround_N, Longchamp_N, hangerson_N, Andrej_N, finally_R, speed_V., entire_A, Buell_N,
  33. Nearest to many_A: derail_V, Reich_N, first_R., inferno_N, mine_N, Mullany_N, Dickie_N, Dunstable_A,
  34. Nearest to people_N: realistic_A., Scope_N, Iannucci_N, Qadri_N, stove_N, enter_N, befriend_V, Estate_N.,
  35. Nearest to may_MD: nick_N, maraud_V, Sheikh_Hamad_Bin_TGRAM, Sevilla_N, Bourque_N, chinese_A, COLLEGE_N, angered_A,
  36. Nearest to first_R: Tammy_N, Fonterra_N, demand_N, Eamonn_N, alMoussawi_N, configure_V, governance_N., Rockland_N,
  37. Nearest to This_DT: organizer_N., deeper_N, drastic_A, Mitchell_N., Levey_N, costars_N, treason_N, optimist_N,
  38. Nearest to former_A: prioritize_N, Salinger_N, Nairobi_N, fertilisation_N, breathless_N, diagram_V, Arlington_National_Cemetery_TGRAM, reinforce_V,
  39. Nearest to next_A: urbane_N, jagged_N, drawing_N., Youngstown_N, appreciate_N, anticlimax_N, Berry_N, smoothly_R,
  40. Nearest to time_N: battle_N., grimmer_N, wellspring_V, unaffordable_A, massage_N., steward_N., Hoo_N, NazirAli_N,
  41. Nearest to group_N: Spanair_N, Wikipedia_N, singleuse_N, Recovering_V, Yeung_N, unimpeded_A, young_A., uncritical_A,
  42. Nearest to could_MD: home_V, kinship_N, Earthquake_N, Himalayas_N, cochairmen_N, SigmaAldrich_N, Pidgeon_N, grind_N,
  43. Nearest to like_IN: pad_N, accepted_A., boarding_N., FOTA_N, Initiative_N., Penitentiary_A, Connaught_N, Sony_Ericsson_Open_TGRAM,
  44. Nearest to It_PRP: Dassault_N, massively_R, repression_N., Lac_N, dictatorship_N., undiminished_A., Publishing_V, stay_N.,
  45. Nearest to per_IN: persuasive_N., YouGov_N, conductor_N, characterize_V, yearandahalf_N, Sidebottom_N, Inca_N, base_N,
  46. Nearest to year_N.: nowadays_N., Ishikawa_N, playbyplay_N, Yard_N, Barrowman_N, deplete_V., voicemail_N, commissioner_N.,
  47. Nearest to see_V: champion_Serena_Williams_TGRAM, attach_V, switchover_N, Compensation_N, tweet_V, Haw_N, FAS_N, remade_N,
  48. Nearest to need_N: sprint_N., entombed_N, tsar_N, businessmen_N., Neiman_N, Popcorn_N, truthfulness_N, potassium_N,
  49. Nearest to A_DT: Hall_N., word_N, mobilephone_N, Lederer_N, antiSemitism_N., marking_N, Tired_V, hoodies_N,
  50. Nearest to In_IN: Completing_V, Foxconn_N, Age_N., Perrilloux_N, paperback_N, conforms_N, laundering_N, Vessel_N,
  51. Nearest to call_V: sweatshop_N, Yaris_N, occupancy_N., sketch_N, Desk_N, Ronald_N, Aamir_N, yank_V,
  52. Nearest to plan_N: ask_V, PSV_N, enslave_V, collide_N., noon_N., oppression_N, MLK_N, Poet_N,
  53. Nearest to US_N: facelift_N., homemade_N, festivity_N., FORT_N, energetically_R, garage_N, defendant_N., Vast_A,
  54. Nearest to government_N: Account_N, ForwardLooking_V, Nunn_N, dishonorable_A, introspection_N, Bard_N, Abuhamza_N, awning_V,
  55. Average loss at step 2000 : 150.62637453842163
  56. Average loss at step 4000 : 81.70817265033722
  57. Average loss at step 6000 : 57.25160028219223
  58. Average loss at step 8000 : 42.75295485043526
  59. Average loss at step 10000 : 33.529023517131805
  60. Nearest to one_CD: heavy_A, album_N, Tests_N, Phil_N, expansion_N, I_PRP, sale_N, mandatory_N,
  61. Nearest to last_A: rebel_N, cover_N, weather_N, Jones_N, Vegas_N, pc_N, casualty_N, Delhi_N,
  62. Nearest to team_N: welcome_V, progressive_N, Marathon_N, adjust_V, begin_V, room_N., traction_N, Personnel_N,
  63. Nearest to work_N: clearing_N, recession_N, bond_V, ambush_V, CBI_N, Central_A, female_N, emergency_N,
  64. Nearest to give_V: thanks_N, Beijing_N, Forest_A, secretary_N, Festival_N, Jennifer_N, Netanyahu_N, would_MD.,
  65. Nearest to know_V: yearold_N, student_N., several_A, Harper_N, Egyptians_N, drive_V., vision_N, uncertainty_N,
  66. Nearest to official_N: hurdle_N, Memphis_N, legal_A, final_A, likelihood_N, dome_N, aggressive_A, William_N,
  67. Nearest to percent_N: NBA_N, lawyer_N, Zeppelin_N, specie_N, Consumers_N, sectarian_A, Africa_N., cent_N.,
  68. Nearest to But_CC: counterpart_N, India_N., harm_N, schedule_V, Arabia_N., return_V., reform_N, pact_N,
  69. Nearest to company_N: York_N, finally_R, environment_N., entire_A, shield_N, project_N, Red_A, In_IN,
  70. Nearest to many_A: derail_V, first_R., stun_V, indicate_N, recruiting_N, mine_N, unrest_N, era_N,
  71. Nearest to people_N: highly_R, enter_N, brother_N, return_N, invest_V, befriend_V, reporter_N., decision_N.,
  72. Nearest to may_MD: back_V, angered_A, Rachel_N, cloud_N, email_N, right_N., Andy_N, across_IN,
  73. Nearest to first_R: demand_N, current_A, restrict_V, indicate_N, income_N., surprisingly_R, race_N, inch_N,
  74. Nearest to This_DT: hour_N., deeper_N, From_IN, drastic_A, advisory_N, Seattle_N, Stephanie_N, wound_N,
  75. Nearest to former_A: bond_N, Salinger_N, reinforce_V, YORK_N, enterprise_N, rest_N., billion_CD, starve_V,
  76. Nearest to next_A: appreciate_N, defend_V, announce_N, local_A, big_A, Major_A, Spitzer_N, Berlin_N,
  77. Nearest to time_N: battle_N., Portland_N, couple_N., failure_N, word_N., bother_V, arm_N., Line_N,
  78. Nearest to group_N: gather_N, young_A., shutout_N, inspection_N, Its_PRP$, Wikipedia_N, road_N., seller_N.,
  79. Nearest to could_MD: Chicago_N, What_WP, investigation_N., pollution_N, smile_N, Haitian_A, In_IN, surrender_V,
  80. Nearest to like_IN: pad_N, accepted_A., school_N, processing_N, police_N, entertain_N, struggle_N, outpost_N,
  81. Nearest to It_PRP: tournament_N, stay_N., flower_N, undergo_V, headline_N, erupt_V, Pelosi_N, position_N,
  82. Nearest to per_IN: base_N, share_N, colleague_N, characterize_V, musician_N, conductor_N, sharply_R, Bonds_N,
  83. Nearest to year_N.: flood_V, PRNewswireUSNewswire_N, poverty_N, Woolly_R, Belo_N, Florida_N., minimal_N, Yard_N,
  84. Nearest to see_V: attach_V, present_V, sponsorship_N, vet_V, rally_N, backdrop_N, Mason_N, name_N.,
  85. Nearest to need_N: develop_V, output_N, absence_N, authority_N, ATS_N, chamber_N, delayed_N, compromise_N,
  86. Nearest to A_DT: The_DT, word_N, troubled_A, Hall_N., say_V, zone_N., silence_N, Chuck_N,
  87. Nearest to In_IN: decent_N, experienced_A, company_N, Yankees_N, grave_N, Mandelson_N, could_MD, reserve_N,
  88. Nearest to call_V: sketch_N, Ronald_N, expect_V., beach_N, everyone_N, real_A, practice_N, Diego_N,
  89. Nearest to plan_N: ask_V, emotional_A, Argentina_N, movie_N, Hurricane_N, Washingtonbased_V, email_N, idealistic_A,
  90. Nearest to US_N: homemade_N, William_N, eight_CD., station_N., Lincoln_N, quality_N., cable_N, verify_V,
  91. Nearest to government_N: scope_N, otherwise_R., shop_N, medication_N, plus_CC, coroner_N, manner_N, Gaming_V,
  92. Average loss at step 12000 : 26.76269042801857
  93. Average loss at step 14000 : 22.241003454208375
  94. Average loss at step 16000 : 18.891352729558946
  95. Average loss at step 18000 : 16.110757356643678
  96. Average loss at step 20000 : 14.185212034702301
  97. Nearest to one_CD: I_PRP, The_DT, heavy_A, say_V, Tests_N, expansion_N, album_N, go_V,
  98. Nearest to last_A: rebel_N, Vegas_N, cover_N, pc_N, Opera_N, weather_N, fire_V., preparation_N,
  99. Nearest to team_N: welcome_V, Marathon_N, Personnel_N, progressive_N, The_DT, adjust_V, accent_N, Antoine_N,
  100. Nearest to work_N: clearing_N, ambush_V, CBI_N, bond_V, one_CD, recession_N, well_R, trial_N,
  101. Nearest to give_V: thanks_N, Forest_A, Beijing_N, secretary_N, stall_N, say_V, Jennifer_N, behind_IN.,
  102. Nearest to know_V: yearold_N, The_DT, Harper_N, drive_V., Egyptians_N, say_V, several_A, crown_N,
  103. Nearest to official_N: hurdle_N, Memphis_N, climber_N, legal_A, secondbest_N, dome_N, Relations_N, likelihood_N,
  104. Nearest to percent_N: NBA_N, Zeppelin_N, Consumers_N, specie_N, dependency_N, sectarian_A, lawyer_N, Burton_N,
  105. Nearest to But_CC: The_DT, counterpart_N, India_N., say_V, socialism_N., Arabia_N., harm_N, Defensive_N,
  106. Nearest to company_N: shield_N, finally_R, York_N, In_IN, environment_N., project_N, entire_A, The_DT,
  107. Nearest to many_A: derail_V, first_R., indicate_N, recruiting_N, Reich_N, dump_V, development_N., dangerous_A,
  108. Nearest to people_N: highly_R, realistic_A., return_N, biological_A, sort_N., befriend_V, brother_N, enter_N,
  109. Nearest to may_MD: angered_A, back_V, Rachel_N, cloud_N, FTSE_N, Sevilla_N, Andy_N, email_N,
  110. Nearest to first_R: demand_N, The_DT, current_A, income_N., governance_N., number_N, Tammy_N, indicate_N,
  111. Nearest to This_DT: drastic_A, hour_N., deeper_N, optimist_N, sentimentality_N, The_DT, organizer_N., From_IN,
  112. Nearest to former_A: The_DT, YORK_N, Toyota_Motor_C_TGRAM., Arlington_National_Cemetery_TGRAM, enterprise_N, reinforce_V, Salinger_N, say_V,
  113. Nearest to next_A: appreciate_N, announce_N, Youngstown_N, Spitzer_N, local_A, defend_V, salvo_N, documentary_N,
  114. Nearest to time_N: battle_N., couple_N., Jay_Leno_Show_TGRAM, Portland_N, bother_V, vanished_N, Wolves_N, I_PRP,
  115. Nearest to group_N: The_DT, gather_N, shutout_N, young_A., seller_N., inspection_N, Wikipedia_N, proceeding_N.,
  116. Nearest to could_MD: pollution_N, Chicago_N, monopoly_N, What_WP, In_IN, Recovery_N, I_PRP, grind_N,
  117. Nearest to like_IN: pad_N, school_N, hacker_N, accepted_A., police_N, icy_N, writes_N., entertain_N,
  118. Nearest to It_PRP: The_DT, stay_N., tournament_N, He_PRP, undergo_V, crucible_A, position_N, I_PRP,
  119. Nearest to per_IN: share_N, Magistrates_N, base_N, conductor_N, YouGov_N, Bonds_N, Sidebottom_N, characterize_V,
  120. Nearest to year_N.: flood_V, Osborne_N, PRNewswireUSNewswire_N, year_N, Goldman_N, Florida_N., Garland_N, Woolly_R,
  121. Nearest to see_V: would_MD, attach_V, Jeep_N, vet_V, present_V, backdrop_N, Mason_N, sponsorship_N,
  122. Nearest to need_N: develop_V, output_N, authority_N, put_N., way_N, ATS_N, absence_N, chamber_N,
  123. Nearest to A_DT: The_DT, word_N, say_V, Hall_N., antiSemitism_N., capt_N, Observers_N, guaranteed_N.,
  124. Nearest to In_IN: The_DT, say_V, decent_N, company_N, make_V, But_CC, could_MD, experienced_A,
  125. Nearest to call_V: sketch_N, Ronald_N, expect_V., beach_N, Enterprise_N, say_V, shorten_N, real_A,
  126. Nearest to plan_N: emotional_A, ask_V, Washingtonbased_V, frontrunner_N, Poet_N, enslave_V, standing_N., marginal_A,
  127. Nearest to US_N: homemade_N, The_DT, say_V, eight_CD., William_N, verify_V, Jamestown_N, cable_N,
  128. Nearest to government_N: ForwardLooking_V, scope_N, coroner_N, Arabia_N., otherwise_R., Nunn_N, manner_N, would_MD,
  129. Average loss at step 22000 : 12.966576470136642
  130. Average loss at step 24000 : 11.72877722144127
  131. Average loss at step 26000 : 10.555993290901185
  132. Average loss at step 28000 : 9.925215551137924
  133. Average loss at step 30000 : 9.173182178258896
  134. Nearest to one_CD: I_PRP, The_DT, go_V, heavy_A, take_V, work_N, expansion_N, two_CD,
  135. Nearest to last_A: rebel_N, Vegas_N, The_DT, pc_N, cover_N, Opera_N, acceptance_N., preparation_N,
  136. Nearest to team_N: welcome_V, Marathon_N, Personnel_N, progressive_N, accent_N, The_DT, seizure_N., preferential_N,
  137. Nearest to work_N: one_CD, The_DT, clearing_N, well_R, ambush_V, CBI_N, come_V, recession_N,
  138. Nearest to give_V: paradigm_N, The_DT, thanks_N, say_V, say_V., Beijing_N, Forest_A, people_N,
  139. Nearest to know_V: yearold_N, The_DT, say_V, make_V, go_V, I_PRP, footpath_N, Egyptians_N,
  140. Nearest to official_N: Memphis_N, hurdle_N, legal_A, dome_N, secondbest_N, The_DT, climber_N, Yasukuni_N,
  141. Nearest to percent_N: NBA_N, year_N, defendant_N., billion_CD, Zeppelin_N, Consumers_N, The_DT, specie_N,
  142. Nearest to But_CC: The_DT, I_PRP, It_PRP, He_PRP, In_IN, say_V, come_V, stern_N,
  143. Nearest to company_N: The_DT, shield_N, In_IN, shed_V, finally_R, York_N, project_N, Virus_N,
  144. Nearest to many_A: derail_V, The_DT, development_N., take_V, dump_V, dangerous_A, indicate_N, boycott_N,
  145. Nearest to people_N: I_PRP, highly_R, give_V, realistic_A., return_N, Downie_N, befriend_V, one_CD,
  146. Nearest to may_MD: angered_A, Sevilla_N, Rachel_N, FTSE_N, The_DT, cloud_N, email_N, massage_N,
  147. Nearest to first_R: The_DT, demand_N, income_N., Virus_N, current_A, time_N, number_N, governance_N.,
  148. Nearest to This_DT: The_DT, drastic_A, optimist_N, sentimentality_N, hour_N., deeper_N, Seattle_N, reef_N,
  149. Nearest to former_A: The_DT, say_V, Toyota_Motor_C_TGRAM., YORK_N, reinforce_V, enterprise_N, Haitians_N, Arlington_National_Cemetery_TGRAM,
  150. Nearest to next_A: appreciate_N, Youngstown_N, jagged_N, salvo_N, announce_N, last_A, local_A, Spitzer_N,
  151. Nearest to time_N: battle_N., I_PRP, The_DT, couple_N., Virus_N, month_N, It_PRP, first_R,
  152. Nearest to group_N: young_A., gather_N, shutout_N, Yeung_N, seller_N., proceeding_N., inspection_N, Wikipedia_N,
  153. Nearest to could_MD: I_PRP, pollution_N, Chicago_N, also_R, What_WP, one_CD, Recovery_N, monopoly_N,
  154. Nearest to like_IN: pad_N, hacker_N, make_V, icy_N, school_N, writes_N., entertain_N, I_PRP,
  155. Nearest to It_PRP: The_DT, He_PRP, But_CC, I_PRP, That_DT, tournament_N, would_MD, stay_N.,
  156. Nearest to per_IN: share_N, Magistrates_N, base_N, conductor_N, YouGov_N, flatscreen_N, shift_V, Sidebottom_N,
  157. Nearest to year_N.: year_N, flood_V, Osborne_N, week_N, PRNewswireUSNewswire_N, bidding_N, month_N, Belo_N,
  158. Nearest to see_V: would_MD, Jeep_N, attach_V, vet_V, present_V, Mason_N, backdrop_N, go_V,
  159. Nearest to need_N: well_R, develop_V, get_V, way_N, sprint_N., output_N, authority_N, tsar_N,
  160. Nearest to A_DT: The_DT, say_V, word_N, Hall_N., In_IN, antiSemitism_N., capt_N, allwhite_N,
  161. Nearest to In_IN: The_DT, But_CC, make_V, company_N, decent_N, A_DT, say_V, He_PRP,
  162. Nearest to call_V: say_V, sketch_N, Ronald_N, expect_V., The_DT, stigma_N, beach_N, Yaris_N,
  163. Nearest to plan_N: emotional_A, Washingtonbased_V, ask_V, PSV_N, enslave_V, frontrunner_N, marginal_A, standing_N.,
  164. Nearest to US_N: The_DT, say_V, homemade_N, eight_CD., William_N, tweet_V, verify_V, also_R,
  165. Nearest to government_N: would_MD, The_DT, Virus_N, Arabia_N., Obama_N, ForwardLooking_V, Westerners_N, say_V,
  166. Average loss at step 32000 : 8.5209217505455
  167. Average loss at step 34000 : 8.123949749708176
  168. Average loss at step 36000 : 7.885840964794159
  169. Average loss at step 38000 : 7.500385908842087
  170. Average loss at step 40000 : 7.222173771619797
  171. Nearest to one_CD: The_DT, two_CD, I_PRP, take_V, go_V, Virus_N, get_V, work_N,
  172. Nearest to last_A: Vegas_N, The_DT, two_CD, first_R, next_A, pc_N, rebel_N, month_N,
  173. Nearest to team_N: Marathon_N, welcome_V, seizure_N., The_DT, accent_N, Personnel_N, preferential_N, progressive_N,
  174. Nearest to work_N: one_CD, well_R, The_DT, clearing_N, come_V, Teen_N, take_V, CBI_N,
  175. Nearest to give_V: paradigm_N, thanks_N, say_V, also_R, The_DT, people_N, Beijing_N, Forest_A,
  176. Nearest to know_V: I_PRP, yearold_N, say_V, make_V, go_V, The_DT, But_CC, get_V,
  177. Nearest to official_N: report_N, Memphis_N, dome_N, secondbest_N, hurdle_N, Relations_N, legal_A, likelihood_N,
  178. Nearest to percent_N: NBA_N, billion_CD, year_N, defendant_N., per_IN, high_A, Zeppelin_N, dependency_N,
  179. Nearest to But_CC: The_DT, It_PRP, I_PRP, He_PRP, In_IN, go_V, say_V, come_V,
  180. Nearest to company_N: The_DT, shed_V, In_IN, shield_N, project_N, Virus_N, state_N, finally_R,
  181. Nearest to many_A: take_V, derail_V, dump_V, also_R, Seat_N, boycott_N, dangerous_A, help_N,
  182. Nearest to people_N: I_PRP, one_CD, would_MD, give_V, Downie_N, get_V, highly_R, go_V,
  183. Nearest to may_MD: Sevilla_N, angered_A, would_MD, FTSE_N, homicide_N., landscape_N., one_CD, The_DT,
  184. Nearest to first_R: The_DT, last_A, number_N, time_N, income_N., This_DT, also_R, Virus_N,
  185. Nearest to This_DT: The_DT, drastic_A, optimist_N, first_R, sentimentality_N, A_DT, speak_V, treason_N,
  186. Nearest to former_A: say_V, The_DT, Toyota_Motor_C_TGRAM., YORK_N, Mr_N, Haitians_N, prioritize_N, reinforce_V,
  187. Nearest to next_A: appreciate_N, last_A, two_CD, jagged_N, salvo_N, big_A, Youngstown_N, Spitzer_N,
  188. Nearest to time_N: I_PRP, battle_N., It_PRP, couple_N., Virus_N, one_CD, first_R, since_IN,
  189. Nearest to group_N: The_DT, proceeding_N., shutout_N, seller_N., Yeung_N, gather_N, Wikipedia_N, young_A.,
  190. Nearest to could_MD: would_MD, also_R, I_PRP, kinship_N, What_WP, one_CD, pollution_N, selective_N,
  191. Nearest to like_IN: I_PRP, make_V, pad_N, hacker_N, icy_N, countryside_N., entertain_N, writes_N.,
  192. Nearest to It_PRP: He_PRP, The_DT, But_CC, I_PRP, That_DT, would_MD, go_V, tournament_N,
  193. Nearest to per_IN: share_N, Magistrates_N, percent_N, cent_N, base_N, midJune_N, flatscreen_N, YouGov_N,
  194. Nearest to year_N.: year_N, week_N, month_N, Osborne_N, flood_V, PRNewswireUSNewswire_N, Goldman_N, Belo_N,
  195. Nearest to see_V: would_MD, I_PRP, go_V, Jeep_N, vet_V, attach_V, It_PRP, Mason_N,
  196. Nearest to need_N: well_R, get_V, way_N, I_PRP, develop_V, sprint_N., output_N, But_CC,
  197. Nearest to A_DT: The_DT, say_V, In_IN, word_N, But_CC, He_PRP, allwhite_N, capt_N,
  198. Nearest to In_IN: The_DT, But_CC, A_DT, make_V, It_PRP, company_N, decent_N, one_CD,
  199. Nearest to call_V: say_V, The_DT, sketch_N, stigma_N, expect_V., Ronald_N, Yaris_N, beach_N,
  200. Nearest to plan_N: also_R, PSV_N, Washingtonbased_V, Fortescue_N, emotional_A, counting_N., ask_V, government_N,
  201. Nearest to US_N: say_V, The_DT, homemade_N, eight_CD., William_N, also_R, government_N, defendant_N.,
  202. Nearest to government_N: would_MD, Virus_N, Obama_N, US_N, Arabia_N., ForwardLooking_V, Westerners_N, manner_N,
  203. Average loss at step 42000 : 6.992644778966904
  204. Average loss at step 44000 : 6.770893231391907
  205. Average loss at step 46000 : 6.569010371923446
  206. Average loss at step 48000 : 6.514388092041016
  207. Average loss at step 50000 : 6.25973405790329
  208. Nearest to one_CD: two_CD, The_DT, get_V, go_V, take_V, work_N, I_PRP, Virus_N,
  209. Nearest to last_A: two_CD, next_A, first_R, Vegas_N, four_CD, Last_A, three_CD, The_DT,
  210. Nearest to team_N: seizure_N., welcome_V, Personnel_N, accent_N, Marathon_N, preferential_N, The_DT, make_V,
  211. Nearest to work_N: one_CD, well_R, The_DT, come_V, take_V, Teen_N, appropriately_R, Parks_N,
  212. Nearest to give_V: say_V, thanks_N, also_R, paradigm_N, The_DT, Spansion_N, take_V, make_V,
  213. Nearest to know_V: I_PRP, go_V, The_DT, say_V, But_CC, yearold_N, make_V, get_V,
  214. Nearest to official_N: report_N, Memphis_N, dome_N, hurdle_N, secondbest_N, legal_A, The_DT, cataclysm_N,
  215. Nearest to percent_N: year_N, NBA_N, billion_CD, high_A, per_IN, defendant_N., million_CD, rise_V,
  216. Nearest to But_CC: It_PRP, The_DT, I_PRP, He_PRP, In_IN, go_V, say_V, There_EX,
  217. Nearest to company_N: The_DT, shed_V, project_N, shield_N, business_N, In_IN, market_N, new_A,
  218. Nearest to many_A: take_V, derail_V, also_R, help_N, at_Old_Trafford_TGRAM., Seat_N, dangerous_A, time_N,
  219. Nearest to people_N: one_CD, I_PRP, would_MD, get_V, child_N, go_V, Downie_N, passenger_N,
  220. Nearest to may_MD: would_MD, Sevilla_N, one_CD, angered_A, might_MD, homicide_N., FTSE_N, landscape_N.,
  221. Nearest to first_R: last_A, The_DT, time_N, This_DT, two_CD, number_N, income_N., second_A,
  222. Nearest to This_DT: The_DT, That_DT, In_IN, drastic_A, first_R, But_CC, It_PRP, A_DT,
  223. Nearest to former_A: The_DT, say_V, Toyota_Motor_C_TGRAM., Mr_N, yearold_N, clinton_N, YORK_N, fertilisation_N,
  224. Nearest to next_A: last_A, two_CD, appreciate_N, jagged_N, three_CD, big_A, salvo_N, first_R,
  225. Nearest to time_N: I_PRP, It_PRP, year_N, battle_N., go_V, since_IN, But_CC, first_R,
  226. Nearest to group_N: The_DT, proceeding_N., Wikipedia_N, gather_N, continued_A, shutout_N, Yeung_N, inspection_N,
  227. Nearest to could_MD: would_MD, also_R, I_PRP, one_CD, What_WP, big_A, kinship_N, It_PRP,
  228. Nearest to like_IN: make_V, I_PRP, pad_N, hacker_N, The_DT, countryside_N., But_CC, entertain_N,
  229. Nearest to It_PRP: He_PRP, But_CC, I_PRP, The_DT, That_DT, In_IN, would_MD, If_IN,
  230. Nearest to per_IN: share_N, cent_N, percent_N, midJune_N, Magistrates_N, base_N, flatscreen_N, rise_N,
  231. Nearest to year_N.: year_N, month_N, week_N, Osborne_N, flood_V, Barrowman_N, PRNewswireUSNewswire_N, Goldman_N,
  232. Nearest to see_V: would_MD, go_V, I_PRP, Jeep_N, It_PRP, vet_V, make_V, But_CC,
  233. Nearest to need_N: well_R, get_V, way_N, could_MD, But_CC, I_PRP, develop_V, take_V,
  234. Nearest to A_DT: The_DT, In_IN, But_CC, say_V, word_N, antiSemitism_N., two_CD, allwhite_N,
  235. Nearest to In_IN: The_DT, But_CC, It_PRP, A_DT, He_PRP, There_EX, make_V, decent_N,
  236. Nearest to call_V: say_V, The_DT, sketch_N, stigma_N, Mr_N, shorten_N, expect_V., Yaris_N,
  237. Nearest to plan_N: also_R, government_N, PSV_N, Washingtonbased_V, ask_V, marginal_A, Fortescue_N, enslave_V,
  238. Nearest to US_N: say_V, government_N, homemade_N, The_DT, eight_CD., also_R, William_N, defendant_N.,
  239. Nearest to government_N: would_MD, US_N, Virus_N, Arabia_N., say_V, plan_N, ForwardLooking_V, Obama_N,
  240. Average loss at step 52000 : 6.2068150365352635
  241. Average loss at step 54000 : 6.098325418949127
  242. Average loss at step 56000 : 6.008405754089355
  243. Average loss at step 58000 : 5.925379257678985
  244. Average loss at step 60000 : 5.912122477531433
  245. Nearest to one_CD: two_CD, take_V, get_V, go_V, The_DT, Virus_N, people_N, work_N,
  246. Nearest to last_A: next_A, two_CD, first_R, Last_A, four_CD, ago_R, three_CD, Vegas_N,
  247. Nearest to team_N: seizure_N., Personnel_N, accent_N, welcome_V, preferential_N, The_DT, Marathon_N, But_CC,
  248. Nearest to work_N: one_CD, well_R, come_V, I_PRP, take_V, Teen_N, need_N, appropriately_R,
  249. Nearest to give_V: say_V, The_DT, make_V, paradigm_N, thanks_N, also_R, take_V, come_V,
  250. Nearest to know_V: go_V, I_PRP, The_DT, But_CC, get_V, make_V, see_V, say_V,
  251. Nearest to official_N: report_N, dome_N, Memphis_N, Mr_N, The_DT, cataclysm_N, embellish_V, hurdle_N,
  252. Nearest to percent_N: per_IN, NBA_N, year_N, billion_CD, high_A, defendant_N., share_N, rise_V,
  253. Nearest to But_CC: It_PRP, He_PRP, The_DT, I_PRP, In_IN, And_CC, There_EX, We_PRP,
  254. Nearest to company_N: The_DT, business_N, shed_V, market_N, new_A, also_R, include_V, project_N,
  255. Nearest to many_A: take_V, also_R, one_CD, help_N, derail_V, would_MD, well_R, might_MD,
  256. Nearest to people_N: one_CD, I_PRP, child_N, would_MD, get_V, passenger_N, man_N, We_PRP,
  257. Nearest to may_MD: would_MD, could_MD, one_CD, might_MD, Sevilla_N, see_V, angered_A, homicide_N.,
  258. Nearest to first_R: last_A, second_A, The_DT, time_N, go_V, This_DT, one_CD, game_N,
  259. Nearest to This_DT: The_DT, That_DT, But_CC, It_PRP, In_IN, And_CC, first_R, drastic_A,
  260. Nearest to former_A: The_DT, Toyota_Motor_C_TGRAM., say_V, Mr_N, yearold_N, fertilisation_N, clinton_N, YORK_N,
  261. Nearest to next_A: last_A, two_CD, appreciate_N, first_R, big_A, recent_A, salvo_N, jagged_N,
  262. Nearest to time_N: year_N, It_PRP, I_PRP, since_IN, go_V, one_CD, battle_N., But_CC,
  263. Nearest to group_N: proceeding_N., Yeung_N, continued_A, Wikipedia_N, seller_N., gather_N, young_A., Fortescue_N,
  264. Nearest to could_MD: would_MD, also_R, I_PRP, one_CD, What_WP, big_A, go_V, get_V,
  265. Nearest to like_IN: I_PRP, make_V, see_V, countryside_N., might_MD, hacker_N, But_CC, pad_N,
  266. Nearest to It_PRP: He_PRP, But_CC, I_PRP, The_DT, That_DT, We_PRP, In_IN, They_PRP,
  267. Nearest to per_IN: share_N, percent_N, cent_N, million_CD, midJune_N, Magistrates_N, rise_N, base_N,
  268. Nearest to year_N.: year_N, week_N, month_N, Osborne_N, day_N, flood_V, Barrowman_N, Belo_N,
  269. Nearest to see_V: would_MD, go_V, I_PRP, But_CC, know_V, one_CD, get_V, like_IN,
  270. Nearest to need_N: well_R, get_V, way_N, could_MD, But_CC, develop_V, I_PRP, take_V,
  271. Nearest to A_DT: The_DT, In_IN, But_CC, word_N, He_PRP, yearold_N, say_V, allwhite_N,
  272. Nearest to In_IN: But_CC, The_DT, It_PRP, A_DT, There_EX, He_PRP, This_DT, make_V,
  273. Nearest to call_V: say_V, The_DT, sketch_N, stigma_N, Mr_N, shorten_N, say_V., also_R,
  274. Nearest to plan_N: also_R, government_N, PSV_N, would_MD, new_A, marginal_A, enslave_V, Fortescue_N,
  275. Nearest to US_N: government_N, say_V, also_R, homemade_N, The_DT, eight_CD., William_N, Virus_N,
  276. Nearest to government_N: would_MD, US_N, plan_N, Virus_N, also_R, ForwardLooking_V, new_A, authority_N,
  277. Average loss at step 62000 : 5.809774226903915
  278. Average loss at step 64000 : 5.842873536109924
  279. Average loss at step 66000 : 5.787935485601425
  280. Average loss at step 68000 : 5.7324672484397885
  281. Average loss at step 70000 : 5.673069491624832
  282. Nearest to one_CD: two_CD, go_V, The_DT, get_V, three_CD, take_V, Virus_N, work_N,
  283. Nearest to last_A: next_A, two_CD, first_R, Last_A, three_CD, ago_R, four_CD, earlier_R,
  284. Nearest to team_N: seizure_N., make_V, accent_N, Personnel_N, preferential_N, welcome_V, second_A, But_CC,
  285. Nearest to work_N: one_CD, well_R, come_V, get_V, The_DT, community_N, I_PRP, technology_N,
  286. Nearest to give_V: make_V, take_V, come_V, say_V, also_R, paradigm_N, one_CD, get_V,
  287. Nearest to know_V: go_V, get_V, see_V, I_PRP, But_CC, make_V, one_CD, like_IN,
  288. Nearest to official_N: report_N, The_DT, dome_N, Mr_N, embellish_V, cataclysm_N, Memphis_N, secondbest_N,
  289. Nearest to percent_N: per_IN, NBA_N, year_N, defendant_N., million_CD, sale_N, high_A, billion_CD,
  290. Nearest to But_CC: It_PRP, He_PRP, The_DT, In_IN, I_PRP, And_CC, There_EX, We_PRP,
  291. Nearest to company_N: The_DT, business_N, shed_V, market_N, new_A, include_V, also_R, project_N,
  292. Nearest to many_A: take_V, also_R, one_CD, well_R, derail_V, might_MD, help_N, like_IN,
  293. Nearest to people_N: one_CD, child_N, I_PRP, passenger_N, country_N, man_N, would_MD, unabashed_A,
  294. Nearest to may_MD: would_MD, could_MD, might_MD, one_CD, see_V, Sevilla_N, seem_V, But_CC,
  295. Nearest to first_R: second_A, last_A, two_CD, one_CD, game_N, The_DT, time_N, go_V,
  296. Nearest to This_DT: It_PRP, That_DT, But_CC, The_DT, In_IN, And_CC, They_PRP, He_PRP,
  297. Nearest to former_A: The_DT, Toyota_Motor_C_TGRAM., say_V, yearold_N, Mr_N, fertilisation_N, clinton_N, Erie_N,
  298. Nearest to next_A: last_A, two_CD, appreciate_N, recent_A, first_R, three_CD, big_A, one_CD,
  299. Nearest to time_N: I_PRP, year_N, It_PRP, one_CD, go_V, since_IN, two_CD, month_N,
  300. Nearest to group_N: The_DT, Yeung_N, proceeding_N., continued_A, also_R, Wikipedia_N, Fortescue_N, seller_N.,
  301. Nearest to could_MD: would_MD, also_R, may_MD, go_V, get_V, I_PRP, big_A, one_CD,
  302. Nearest to like_IN: make_V, see_V, I_PRP, might_MD, know_V, countryside_N., But_CC, go_V,
  303. Nearest to It_PRP: He_PRP, But_CC, I_PRP, That_DT, The_DT, If_IN, They_PRP, We_PRP,
  304. Nearest to per_IN: share_N, percent_N, cent_N, million_CD, midJune_N, rise_N, sharply_R, Wall_N.,
  305. Nearest to year_N.: year_N, month_N, week_N, Osborne_N, day_N, Barrowman_N, Belo_N, challenger_N,
  306. Nearest to see_V: go_V, would_MD, know_V, like_IN, get_V, I_PRP, one_CD, make_V,
  307. Nearest to need_N: well_R, get_V, way_N, could_MD, develop_V, go_V, know_V, work_N,
  308. Nearest to A_DT: The_DT, But_CC, In_IN, He_PRP, word_N, There_EX, This_DT, It_PRP,
  309. Nearest to In_IN: But_CC, The_DT, A_DT, It_PRP, There_EX, He_PRP, This_DT, And_CC,
  310. Nearest to call_V: say_V, The_DT, stigma_N, Mr_N, sketch_N, say_V., shorten_N, also_R,
  311. Nearest to plan_N: government_N, also_R, would_MD, PSV_N, new_A, enslave_V, nonprofit_N, ask_V,
  312. Nearest to US_N: government_N, The_DT, also_R, say_V, homemade_N, Virus_N, eight_CD., American_A,
  313. Nearest to government_N: would_MD, US_N, plan_N, Virus_N, authority_N, also_R, state_N, new_A,
  314. Average loss at step 72000 : 5.631887060642242
  315. Average loss at step 74000 : 5.6120114257335665
  316. Average loss at step 76000 : 5.562559198379517
  317. Average loss at step 78000 : 5.53430287528038
  318. Average loss at step 80000 : 5.48847761797905
  319. Nearest to one_CD: two_CD, three_CD, get_V, The_DT, Virus_N, go_V, take_V, work_N,
  320. Nearest to last_A: next_A, two_CD, Last_A, three_CD, first_R, earlier_R, ago_R, later_R,
  321. Nearest to team_N: seizure_N., preferential_N, welcome_V, Personnel_N, accent_N, make_V, well_R, second_A,
  322. Nearest to work_N: well_R, one_CD, get_V, come_V, need_N, The_DT, make_V, community_N,
  323. Nearest to give_V: make_V, take_V, come_V, also_R, get_V, go_V, say_V, paradigm_N,
  324. Nearest to know_V: go_V, get_V, see_V, But_CC, one_CD, I_PRP, make_V, The_DT,
  325. Nearest to official_N: report_N, Mr_N, authority_N, dome_N, embellish_V, government_N, cataclysm_N, statement_N,
  326. Nearest to percent_N: per_IN, million_CD, NBA_N, sale_N, cent_N, billion_CD, defendant_N., share_N,
  327. Nearest to But_CC: It_PRP, He_PRP, The_DT, In_IN, And_CC, I_PRP, We_PRP, There_EX,
  328. Nearest to company_N: business_N, The_DT, also_R, market_N, shed_V, new_A, project_N, include_V,
  329. Nearest to many_A: one_CD, also_R, take_V, well_R, still_R, help_N, may_MD, might_MD,
  330. Nearest to people_N: one_CD, child_N, I_PRP, woman_N, passenger_N, country_N, man_N, would_MD,
  331. Nearest to may_MD: could_MD, would_MD, might_MD, one_CD, But_CC, many_A, see_V, Sevilla_N,
  332. Nearest to first_R: second_A, last_A, game_N, two_CD, one_CD, time_N, since_IN, three_CD,
  333. Nearest to This_DT: It_PRP, That_DT, But_CC, In_IN, The_DT, And_CC, They_PRP, He_PRP,
  334. Nearest to former_A: The_DT, Toyota_Motor_C_TGRAM., Mr_N, yearold_N, say_V, Erie_N, fertilisation_N, Greenwald_N,
  335. Nearest to next_A: last_A, two_CD, three_CD, first_R, recent_A, one_CD, later_R, appreciate_N,
  336. Nearest to time_N: I_PRP, one_CD, year_N, It_PRP, since_IN, go_V, month_N, minute_N,
  337. Nearest to group_N: also_R, proceeding_N., Yeung_N, continued_A, Fortescue_N, midfielders_N, The_DT, US_N,
  338. Nearest to could_MD: would_MD, may_MD, also_R, need_N, way_N, big_A, go_V, get_V,
  339. Nearest to like_IN: make_V, see_V, know_V, The_DT, I_PRP, might_MD, go_V, But_CC,
  340. Nearest to It_PRP: But_CC, He_PRP, I_PRP, That_DT, The_DT, We_PRP, They_PRP, And_CC,
  341. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, midJune_N, increase_N, Wall_N.,
  342. Nearest to year_N.: year_N, week_N, month_N, day_N, say_V., month_N., Osborne_N, challenger_N,
  343. Nearest to see_V: go_V, know_V, would_MD, like_IN, get_V, But_CC, come_V, I_PRP,
  344. Nearest to need_N: well_R, get_V, way_N, could_MD, know_V, work_N, even_R, go_V,
  345. Nearest to A_DT: The_DT, In_IN, But_CC, This_DT, word_N, There_EX, He_PRP, It_PRP,
  346. Nearest to In_IN: But_CC, The_DT, A_DT, It_PRP, This_DT, There_EX, And_CC, He_PRP,
  347. Nearest to call_V: say_V, The_DT, sweatshop_N, also_R, Mr_N, sketch_N, stigma_N, part_N,
  348. Nearest to plan_N: government_N, would_MD, also_R, new_A, PSV_N, ask_V, nonprofit_N, enslave_V,
  349. Nearest to US_N: government_N, also_R, say_V, Virus_N, eight_CD., homemade_N, American_A, already_R,
  350. Nearest to government_N: would_MD, US_N, plan_N, authority_N, also_R, state_N, Virus_N, country_N,
  351. Average loss at step 82000 : 5.472043947696686
  352. Average loss at step 84000 : 5.475137944698334
  353. Average loss at step 86000 : 5.432759965896606
  354. Average loss at step 88000 : 5.409560952663422
  355. Average loss at step 90000 : 5.397470793008805
  356. Nearest to one_CD: two_CD, get_V, The_DT, three_CD, go_V, Virus_N, include_V, well_R,
  357. Nearest to last_A: next_A, Last_A, two_CD, first_R, three_CD, earlier_R, later_R, ago_R,
  358. Nearest to team_N: seizure_N., season_N, preferential_N, accent_N, Personnel_N, welcome_V, second_A, The_DT,
  359. Nearest to work_N: well_R, one_CD, get_V, come_V, The_DT, need_N, new_A, community_N,
  360. Nearest to give_V: make_V, take_V, get_V, come_V, The_DT, go_V, also_R, say_V,
  361. Nearest to know_V: go_V, see_V, get_V, think_N, I_PRP, one_CD, But_CC, like_IN,
  362. Nearest to official_N: report_N, government_N, authority_N, embellish_V, dome_N, statement_N, state_N, The_DT,
  363. Nearest to percent_N: per_IN, million_CD, sale_N, cent_N, billion_CD, NBA_N, share_N, high_A,
  364. Nearest to But_CC: It_PRP, He_PRP, And_CC, The_DT, I_PRP, In_IN, We_PRP, There_EX,
  365. Nearest to company_N: business_N, The_DT, also_R, new_A, market_N, shed_V, project_N, Virus_N,
  366. Nearest to many_A: still_R, one_CD, well_R, also_R, might_MD, even_R, help_N, may_MD,
  367. Nearest to people_N: one_CD, child_N, woman_N, I_PRP, country_N, many_A, man_N, passenger_N,
  368. Nearest to may_MD: could_MD, would_MD, might_MD, one_CD, see_V, many_A, seem_V, Sevilla_N,
  369. Nearest to first_R: second_A, last_A, one_CD, game_N, The_DT, This_DT, two_CD, third_A,
  370. Nearest to This_DT: It_PRP, That_DT, But_CC, In_IN, The_DT, And_CC, They_PRP, There_EX,
  371. Nearest to former_A: The_DT, Toyota_Motor_C_TGRAM., yearold_N, Mr_N, executive_N, fertilisation_N, Erie_N, say_V,
  372. Nearest to next_A: last_A, two_CD, recent_A, three_CD, earlier_R, later_R, first_R, big_A,
  373. Nearest to time_N: one_CD, year_N, I_PRP, day_N, It_PRP, go_V, still_R, since_IN,
  374. Nearest to group_N: also_R, proceeding_N., Yeung_N, The_DT, continued_A, midfielders_N, Fortescue_N, personnel_N,
  375. Nearest to could_MD: would_MD, may_MD, also_R, go_V, way_N, still_R, need_N, get_V,
  376. Nearest to like_IN: see_V, I_PRP, know_V, make_V, go_V, might_MD, get_V, countryside_N.,
  377. Nearest to It_PRP: But_CC, He_PRP, They_PRP, That_DT, And_CC, I_PRP, The_DT, We_PRP,
  378. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, midJune_N, increase_N, Wall_N.,
  379. Nearest to year_N.: year_N, week_N, month_N, month_N., day_N, say_V., challenger_N, Mya_N,
  380. Nearest to see_V: go_V, know_V, get_V, would_MD, like_IN, But_CC, come_V, I_PRP,
  381. Nearest to need_N: well_R, get_V, way_N, could_MD, know_V, go_V, work_N, develop_V,
  382. Nearest to A_DT: The_DT, In_IN, But_CC, There_EX, This_DT, It_PRP, And_CC, word_N,
  383. Nearest to In_IN: But_CC, The_DT, A_DT, It_PRP, This_DT, There_EX, And_CC, He_PRP,
  384. Nearest to call_V: say_V, The_DT, also_R, sweatshop_N, stigma_N, part_N, say_V., sketch_N,
  385. Nearest to plan_N: government_N, would_MD, also_R, new_A, stimulus_N, collide_N., ask_V, PSV_N,
  386. Nearest to US_N: government_N, The_DT, also_R, American_A, eight_CD., Virus_N, Tigris_N, homemade_N,
  387. Nearest to government_N: would_MD, plan_N, US_N, authority_N, state_N, also_R, Virus_N, country_N,
  388. Average loss at step 92000 : 5.345125161886215
  389. Average loss at step 94000 : 5.346242959499359
  390. Average loss at step 96000 : 5.334431106805801
  391. Average loss at step 98000 : 5.321556394338608
  392. Average loss at step 100000 : 5.304327100276947
  393. Nearest to one_CD: two_CD, three_CD, The_DT, get_V, Virus_N, go_V, four_CD, include_V,
  394. Nearest to last_A: next_A, Last_A, two_CD, first_R, earlier_R, past_N, three_CD, ago_R,
  395. Nearest to team_N: seizure_N., season_N, preferential_N, accent_N, second_A, game_N, win_N, first_R,
  396. Nearest to work_N: well_R, get_V, one_CD, need_N, new_A, way_N, come_V, go_V,
  397. Nearest to give_V: make_V, take_V, get_V, go_V, come_V, say_V, one_CD, paradigm_N,
  398. Nearest to know_V: see_V, go_V, get_V, think_N, need_N, I_PRP, say_V, one_CD,
  399. Nearest to official_N: report_N, authority_N, government_N, embellish_V, statement_N, state_N, Snoop_N, military_A,
  400. Nearest to percent_N: per_IN, million_CD, cent_N, billion_CD, NBA_N, sale_N, high_A, share_N,
  401. Nearest to But_CC: It_PRP, He_PRP, And_CC, We_PRP, In_IN, I_PRP, There_EX, The_DT,
  402. Nearest to company_N: business_N, also_R, new_A, market_N, The_DT, shed_V, investment_N, industry_N,
  403. Nearest to many_A: one_CD, well_R, still_R, also_R, even_R, help_N, may_MD, might_MD,
  404. Nearest to people_N: one_CD, child_N, woman_N, I_PRP, many_A, country_N, passenger_N, man_N,
  405. Nearest to may_MD: could_MD, would_MD, might_MD, see_V, one_CD, even_R, many_A, seem_V,
  406. Nearest to first_R: second_A, last_A, one_CD, two_CD, The_DT, game_N, third_A, since_IN,
  407. Nearest to This_DT: It_PRP, That_DT, But_CC, And_CC, In_IN, The_DT, They_PRP, There_EX,
  408. Nearest to former_A: The_DT, Toyota_Motor_C_TGRAM., executive_N, yearold_N, chief_N, fertilisation_N, Mr_N, James_N,
  409. Nearest to next_A: last_A, two_CD, first_R, earlier_R, recent_A, later_R, three_CD, come_V,
  410. Nearest to time_N: year_N, one_CD, day_N, since_IN, month_N, still_R, I_PRP, minute_N,
  411. Nearest to group_N: also_R, The_DT, proceeding_N., Yeung_N, midfielders_N, Fortescue_N, continued_A, seller_N.,
  412. Nearest to could_MD: would_MD, may_MD, also_R, way_N, go_V, need_N, still_R, even_R,
  413. Nearest to like_IN: see_V, go_V, I_PRP, know_V, might_MD, The_DT, get_V, make_V,
  414. Nearest to It_PRP: But_CC, He_PRP, They_PRP, That_DT, And_CC, We_PRP, This_DT, I_PRP,
  415. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, midJune_N, increase_N, rise_V,
  416. Nearest to year_N.: year_N, week_N, month_N, month_N., say_V., day_N, Mya_N, challenger_N,
  417. Nearest to see_V: go_V, know_V, get_V, But_CC, like_IN, may_MD, come_V, would_MD,
  418. Nearest to need_N: well_R, get_V, way_N, could_MD, know_V, go_V, work_N, even_R,
  419. Nearest to A_DT: The_DT, In_IN, But_CC, This_DT, There_EX, And_CC, word_N, It_PRP,
  420. Nearest to In_IN: But_CC, The_DT, A_DT, It_PRP, This_DT, There_EX, And_CC, affectionate_N,
  421. Nearest to call_V: say_V, The_DT, sweatshop_N, also_R, say_V., part_N, sketch_N, stigma_N,
  422. Nearest to plan_N: government_N, would_MD, also_R, new_A, company_N, stimulus_N, need_N, ask_V,
  423. Nearest to US_N: government_N, American_A, eight_CD., Virus_N, accord_V, The_DT, say_V, British_A,
  424. Nearest to government_N: would_MD, plan_N, authority_N, state_N, US_N, also_R, security_N, country_N,
  425. Average loss at step 102000 : 5.306095559358597
  426. Average loss at step 104000 : 5.267006487369537
  427. Average loss at step 106000 : 5.246861158132553
  428. Average loss at step 108000 : 5.235557196378708
  429. Average loss at step 110000 : 5.231260519504547
  430. Nearest to one_CD: two_CD, three_CD, get_V, Virus_N, go_V, The_DT, another_DT, four_CD,
  431. Nearest to last_A: next_A, Last_A, earlier_R, two_CD, past_N, recent_A, first_R, three_CD,
  432. Nearest to team_N: seizure_N., season_N, game_N, win_N, second_A, preferential_N, accent_N, one_CD,
  433. Nearest to work_N: well_R, one_CD, get_V, need_N, way_N, go_V, new_A, come_V,
  434. Nearest to give_V: take_V, make_V, come_V, get_V, go_V, one_CD, put_N, say_V,
  435. Nearest to know_V: see_V, go_V, think_N, get_V, like_IN, I_PRP, The_DT, need_N,
  436. Nearest to official_N: report_N, government_N, authority_N, embellish_V, statement_N, But_CC, military_A, state_N,
  437. Nearest to percent_N: per_IN, million_CD, cent_N, sale_N, NBA_N, rise_V, billion_CD, defendant_N.,
  438. Nearest to But_CC: It_PRP, And_CC, He_PRP, In_IN, We_PRP, There_EX, They_PRP, I_PRP,
  439. Nearest to company_N: business_N, also_R, new_A, The_DT, market_N, industry_N, investment_N, shed_V,
  440. Nearest to many_A: one_CD, well_R, even_R, still_R, may_MD, help_N, also_R, much_A,
  441. Nearest to people_N: one_CD, child_N, woman_N, I_PRP, many_A, country_N, passenger_N, man_N,
  442. Nearest to may_MD: could_MD, would_MD, might_MD, see_V, one_CD, even_R, many_A, seem_V,
  443. Nearest to first_R: second_A, one_CD, last_A, third_A, game_N, time_N, come_V, two_CD,
  444. Nearest to This_DT: It_PRP, But_CC, That_DT, And_CC, In_IN, They_PRP, There_EX, He_PRP,
  445. Nearest to former_A: The_DT, executive_N, yearold_N, Toyota_Motor_C_TGRAM., chief_N, senior_A, John_N, Gov_Tim_Pawlenty_TGRAM,
  446. Nearest to next_A: last_A, earlier_R, two_CD, recent_A, first_R, come_V, later_R, three_CD,
  447. Nearest to time_N: year_N, one_CD, day_N, since_IN, I_PRP, month_N, half_N, still_R,
  448. Nearest to group_N: also_R, midfielders_N, Yeung_N, proceeding_N., Fortescue_N, country_N, continued_A, personnel_N,
  449. Nearest to could_MD: would_MD, may_MD, go_V, also_R, way_N, might_MD, need_N, enough_R,
  450. Nearest to like_IN: see_V, go_V, know_V, I_PRP, The_DT, get_V, might_MD, feel_N,
  451. Nearest to It_PRP: But_CC, He_PRP, And_CC, They_PRP, We_PRP, This_DT, That_DT, If_IN,
  452. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, rise_V, sharply_R, increase_N,
  453. Nearest to year_N.: year_N, month_N, week_N, month_N., say_V., day_N, Mya_N, challenger_N,
  454. Nearest to see_V: know_V, go_V, get_V, like_IN, But_CC, come_V, And_CC, may_MD,
  455. Nearest to need_N: well_R, get_V, way_N, could_MD, go_V, know_V, work_N, even_R,
  456. Nearest to A_DT: The_DT, In_IN, But_CC, There_EX, This_DT, And_CC, accord_V, It_PRP,
  457. Nearest to In_IN: But_CC, A_DT, It_PRP, The_DT, This_DT, There_EX, And_CC, They_PRP,
  458. Nearest to call_V: say_V, The_DT, sweatshop_N, also_R, stigma_N, say_V., part_N, Mr_N,
  459. Nearest to plan_N: government_N, would_MD, also_R, new_A, company_N, stimulus_N, need_N, could_MD,
  460. Nearest to US_N: American_A, government_N, eight_CD., accord_V, British_A, Virus_N, security_N, Tigris_N,
  461. Nearest to government_N: would_MD, plan_N, authority_N, state_N, also_R, country_N, security_N, official_N,
  462. Average loss at step 112000 : 5.203878586053849
  463. Average loss at step 114000 : 5.208416719436645
  464. Average loss at step 116000 : 5.211523753166198
  465. Average loss at step 118000 : 5.176091110229492
  466. Average loss at step 120000 : 5.181165436029434
  467. Nearest to one_CD: two_CD, three_CD, Virus_N, four_CD, get_V, many_A, well_R, also_R,
  468. Nearest to last_A: next_A, earlier_R, Last_A, past_N, first_R, two_CD, later_R, recent_A,
  469. Nearest to team_N: seizure_N., season_N, game_N, preferential_N, win_N, accent_N, player_N, welcome_V,
  470. Nearest to work_N: well_R, get_V, way_N, one_CD, need_N, new_A, go_V, community_N,
  471. Nearest to give_V: take_V, make_V, get_V, come_V, go_V, put_N, say_V, allow_V,
  472. Nearest to know_V: see_V, think_N, like_IN, go_V, get_V, need_N, want_N, But_CC,
  473. Nearest to official_N: report_N, authority_N, government_N, statement_N, embellish_V, But_CC, The_DT, military_A,
  474. Nearest to percent_N: per_IN, million_CD, cent_N, billion_CD, sale_N, number_N, rise_V, defendant_N.,
  475. Nearest to But_CC: It_PRP, And_CC, He_PRP, We_PRP, There_EX, They_PRP, In_IN, I_PRP,
  476. Nearest to company_N: business_N, The_DT, also_R, market_N, new_A, industry_N, investment_N, bank_N,
  477. Nearest to many_A: one_CD, well_R, even_R, help_N, still_R, may_MD, much_A, also_R,
  478. Nearest to people_N: one_CD, child_N, woman_N, many_A, I_PRP, passenger_N, country_N, man_N,
  479. Nearest to may_MD: could_MD, would_MD, might_MD, even_R, see_V, many_A, also_R, one_CD,
  480. Nearest to first_R: second_A, one_CD, last_A, third_A, game_N, final_A, two_CD, next_A,
  481. Nearest to This_DT: It_PRP, That_DT, But_CC, And_CC, In_IN, There_EX, They_PRP, He_PRP,
  482. Nearest to former_A: The_DT, yearold_N, executive_N, chief_N, senior_A, Toyota_Motor_C_TGRAM., John_N, president_N,
  483. Nearest to next_A: last_A, earlier_R, first_R, recent_A, two_CD, later_R, come_V, three_CD,
  484. Nearest to time_N: year_N, day_N, one_CD, month_N, since_IN, I_PRP, go_V, much_A,
  485. Nearest to group_N: also_R, Yeung_N, midfielders_N, proceeding_N., Fortescue_N, leader_N, continued_A, occupy_V.,
  486. Nearest to could_MD: would_MD, may_MD, way_N, might_MD, go_V, need_N, enough_R, also_R,
  487. Nearest to like_IN: know_V, see_V, go_V, get_V, The_DT, I_PRP, might_MD, well_R,
  488. Nearest to It_PRP: But_CC, He_PRP, And_CC, They_PRP, We_PRP, That_DT, If_IN, This_DT,
  489. Nearest to per_IN: share_N, percent_N, cent_N, million_CD, rise_N, sharply_R, midJune_N, billion_CD,
  490. Nearest to year_N.: year_N, month_N, week_N, month_N., day_N, say_V., week_N., day_N.,
  491. Nearest to see_V: know_V, get_V, go_V, like_IN, But_CC, come_V, And_CC, thought_N,
  492. Nearest to need_N: well_R, get_V, way_N, could_MD, go_V, know_V, work_N, even_R,
  493. Nearest to A_DT: The_DT, In_IN, But_CC, And_CC, There_EX, This_DT, It_PRP, accord_V,
  494. Nearest to In_IN: But_CC, The_DT, A_DT, It_PRP, And_CC, This_DT, There_EX, They_PRP,
  495. Nearest to call_V: say_V, The_DT, also_R, sweatshop_N, part_N, say_V., stigma_N, suggest_V,
  496. Nearest to plan_N: government_N, would_MD, also_R, new_A, company_N, could_MD, stimulus_N, need_N,
  497. Nearest to US_N: American_A, British_A, government_N, eight_CD., Virus_N, accord_V, security_N, Tigris_N,
  498. Nearest to government_N: would_MD, plan_N, authority_N, state_N, security_N, also_R, bank_N, country_N,
  499. Average loss at step 122000 : 5.1720179805755615
  500. Average loss at step 124000 : 5.164411812067032
  501. Average loss at step 126000 : 5.1569140377044675
  502. Average loss at step 128000 : 5.165559271335602
  503. Average loss at step 130000 : 5.1629928286075595
  504. Nearest to one_CD: two_CD, three_CD, many_A, The_DT, Virus_N, well_R, another_DT, get_V,
  505. Nearest to last_A: next_A, earlier_R, Last_A, past_N, recent_A, later_R, three_CD, first_R,
  506. Nearest to team_N: seizure_N., season_N, game_N, win_N, preferential_N, player_N, accent_N, second_A,
  507. Nearest to work_N: well_R, get_V, way_N, one_CD, need_N, new_A, go_V, many_A,
  508. Nearest to give_V: take_V, make_V, go_V, come_V, get_V, put_N, allow_V, say_V,
  509. Nearest to know_V: see_V, think_N, like_IN, go_V, The_DT, get_V, need_N, say_V,
  510. Nearest to official_N: report_N, government_N, authority_N, The_DT, statement_N, But_CC, embellish_V, spokesman_N,
  511. Nearest to percent_N: per_IN, million_CD, cent_N, billion_CD, number_N, rise_V, defendant_N., sale_N,
  512. Nearest to But_CC: It_PRP, And_CC, He_PRP, There_EX, We_PRP, They_PRP, In_IN, The_DT,
  513. Nearest to company_N: business_N, also_R, The_DT, market_N, industry_N, new_A, investment_N, shed_V,
  514. Nearest to many_A: one_CD, well_R, still_R, even_R, may_MD, help_N, much_A, might_MD,
  515. Nearest to people_N: one_CD, child_N, woman_N, I_PRP, many_A, country_N, family_N, man_N,
  516. Nearest to may_MD: could_MD, would_MD, might_MD, even_R, many_A, see_V, also_R, way_N,
  517. Nearest to first_R: second_A, one_CD, last_A, third_A, game_N, The_DT, come_V, final_A,
  518. Nearest to This_DT: It_PRP, That_DT, But_CC, And_CC, In_IN, They_PRP, There_EX, The_DT,
  519. Nearest to former_A: The_DT, yearold_N, senior_A, chief_N, executive_N, John_N, Toyota_Motor_C_TGRAM., president_N,
  520. Nearest to next_A: last_A, earlier_R, recent_A, later_R, first_R, past_N, come_V, three_CD,
  521. Nearest to time_N: day_N, year_N, I_PRP, still_R, one_CD, much_A, month_N, go_V,
  522. Nearest to group_N: also_R, The_DT, midfielders_N, leader_N, Fortescue_N, proceeding_N., country_N, Yeung_N,
  523. Nearest to could_MD: would_MD, may_MD, way_N, need_N, expect_V, might_MD, even_R, enough_R,
  524. Nearest to like_IN: know_V, see_V, go_V, get_V, well_R, I_PRP, The_DT, might_MD,
  525. Nearest to It_PRP: But_CC, He_PRP, They_PRP, And_CC, That_DT, We_PRP, This_DT, There_EX,
  526. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, sharply_R, billion_CD, increase_N,
  527. Nearest to year_N.: year_N, week_N, month_N, month_N., day_N, say_V., week_N., day_N.,
  528. Nearest to see_V: know_V, go_V, get_V, like_IN, thought_N, come_V, And_CC, But_CC,
  529. Nearest to need_N: well_R, way_N, get_V, could_MD, know_V, go_V, would_MD, even_R,
  530. Nearest to A_DT: But_CC, In_IN, The_DT, And_CC, This_DT, There_EX, As_IN, accord_V,
  531. Nearest to In_IN: But_CC, And_CC, A_DT, The_DT, It_PRP, This_DT, There_EX, They_PRP,
  532. Nearest to call_V: say_V, The_DT, also_R, sweatshop_N, say_V., part_N, Virus_N, suggest_V,
  533. Nearest to plan_N: government_N, would_MD, also_R, new_A, company_N, support_N, could_MD, stimulus_N,
  534. Nearest to US_N: American_A, British_A, accord_V, government_N, eight_CD., Virus_N, security_N, personnel_N,
  535. Nearest to government_N: plan_N, would_MD, authority_N, state_N, security_N, also_R, official_N, country_N,
  536. Average loss at step 132000 : 5.158520951747894
  537. Average loss at step 134000 : 5.131452457666397
  538. Average loss at step 136000 : 5.137331451416015
  539. Average loss at step 138000 : 5.131161262273788
  540. Average loss at step 140000 : 5.1284204185009
  541. Nearest to one_CD: two_CD, three_CD, another_DT, many_A, well_R, get_V, The_DT, Virus_N,
  542. Nearest to last_A: next_A, earlier_R, past_N, Last_A, later_R, recent_A, two_CD, first_R,
  543. Nearest to team_N: season_N, game_N, win_N, seizure_N., player_N, preferential_N, accent_N, well_R,
  544. Nearest to work_N: well_R, get_V, way_N, go_V, new_A, need_N, one_CD, work_V,
  545. Nearest to give_V: take_V, make_V, get_V, put_N, come_V, go_V, allow_V, add_V,
  546. Nearest to know_V: see_V, think_N, like_IN, need_N, go_V, get_V, I_PRP, want_N,
  547. Nearest to official_N: report_N, government_N, authority_N, The_DT, military_A, statement_N, spokesman_N, embellish_V,
  548. Nearest to percent_N: per_IN, million_CD, cent_N, number_N, sale_N, rise_V, defendant_N., billion_CD,
  549. Nearest to But_CC: It_PRP, And_CC, He_PRP, There_EX, They_PRP, We_PRP, That_DT, In_IN,
  550. Nearest to company_N: business_N, also_R, industry_N, market_N, The_DT, new_A, investment_N, bank_N,
  551. Nearest to many_A: one_CD, well_R, still_R, even_R, help_N, much_A, may_MD, might_MD,
  552. Nearest to people_N: child_N, one_CD, woman_N, I_PRP, many_A, family_N, still_R, country_N,
  553. Nearest to may_MD: could_MD, would_MD, might_MD, even_R, way_N, see_V, one_CD, many_A,
  554. Nearest to first_R: second_A, last_A, one_CD, third_A, next_A, final_A, game_N, three_CD,
  555. Nearest to This_DT: It_PRP, That_DT, But_CC, And_CC, In_IN, There_EX, They_PRP, He_PRP,
  556. Nearest to former_A: senior_A, The_DT, yearold_N, executive_N, chief_N, John_N, president_N, Toyota_Motor_C_TGRAM.,
  557. Nearest to next_A: last_A, earlier_R, later_R, past_N, recent_A, first_R, come_V, two_CD,
  558. Nearest to time_N: day_N, year_N, still_R, since_IN, I_PRP, month_N, much_A, one_CD,
  559. Nearest to group_N: leader_N, midfielders_N, country_N, business_N, proceeding_N., terrorist_N, Fortescue_N, also_R,
  560. Nearest to could_MD: would_MD, may_MD, might_MD, even_R, need_N, way_N, go_V, expect_V,
  561. Nearest to like_IN: know_V, see_V, go_V, well_R, get_V, I_PRP, might_MD, good_A,
  562. Nearest to It_PRP: But_CC, He_PRP, They_PRP, And_CC, That_DT, We_PRP, This_DT, There_EX,
  563. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, low_A, sharply_R, increase_N,
  564. Nearest to year_N.: year_N, month_N, week_N, month_N., say_V., week_N., day_N, day_N.,
  565. Nearest to see_V: know_V, go_V, get_V, like_IN, come_V, thought_N, But_CC, one_CD,
  566. Nearest to need_N: well_R, way_N, get_V, know_V, could_MD, even_R, go_V, would_MD,
  567. Nearest to A_DT: But_CC, In_IN, The_DT, And_CC, There_EX, This_DT, As_IN, accord_V,
  568. Nearest to In_IN: But_CC, And_CC, A_DT, This_DT, It_PRP, The_DT, There_EX, That_DT,
  569. Nearest to call_V: say_V, sweatshop_N, say_V., The_DT, part_N, include_V, Virus_N, suggest_V,
  570. Nearest to plan_N: government_N, would_MD, also_R, new_A, company_N, support_N, need_N, could_MD,
  571. Nearest to US_N: American_A, British_A, accord_V, government_N, eight_CD., Virus_N, security_N, The_DT,
  572. Nearest to government_N: plan_N, authority_N, would_MD, official_N, state_N, country_N, security_N, bank_N,
  573. Average loss at step 142000 : 5.119939376354218
  574. Average loss at step 144000 : 5.110056764125824
  575. Average loss at step 146000 : 5.09448696231842
  576. Average loss at step 148000 : 5.098715609312057
  577. Average loss at step 150000 : 5.086735943794251
  578. Nearest to one_CD: two_CD, three_CD, many_A, well_R, another_DT, include_V, Virus_N, four_CD,
  579. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, three_CD, two_CD,
  580. Nearest to team_N: season_N, game_N, player_N, seizure_N., win_N, preferential_N, accent_N, well_R,
  581. Nearest to work_N: well_R, get_V, way_N, go_V, need_N, work_V, new_A, come_V,
  582. Nearest to give_V: make_V, get_V, come_V, take_V, put_N, go_V, allow_V, add_V,
  583. Nearest to know_V: see_V, think_N, go_V, need_N, like_IN, get_V, want_N, And_CC,
  584. Nearest to official_N: report_N, government_N, authority_N, statement_N, military_A, prosecutor_N, investigation_N, spokesman_N,
  585. Nearest to percent_N: per_IN, million_CD, cent_N, number_N, rise_V, defendant_N., sale_N, billion_CD,
  586. Nearest to But_CC: And_CC, It_PRP, He_PRP, There_EX, That_DT, They_PRP, We_PRP, In_IN,
  587. Nearest to company_N: business_N, also_R, market_N, industry_N, The_DT, new_A, investment_N, government_N,
  588. Nearest to many_A: one_CD, well_R, still_R, even_R, much_A, may_MD, might_MD, two_CD,
  589. Nearest to people_N: child_N, woman_N, one_CD, many_A, country_N, I_PRP, still_R, family_N,
  590. Nearest to may_MD: could_MD, might_MD, would_MD, way_N, even_R, many_A, one_CD, see_V,
  591. Nearest to first_R: second_A, last_A, third_A, one_CD, three_CD, final_A, next_A, opening_N,
  592. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, The_DT,
  593. Nearest to former_A: senior_A, yearold_N, executive_N, John_N, chief_N, president_N, Toyota_Motor_C_TGRAM., James_N,
  594. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, first_R, three_CD,
  595. Nearest to time_N: day_N, year_N, still_R, I_PRP, month_N, since_IN, go_V, much_A,
  596. Nearest to group_N: leader_N, country_N, business_N, midfielders_N, The_DT, terrorist_N, Fortescue_N, proceeding_N.,
  597. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, even_R, still_R, need_N, way_N,
  598. Nearest to like_IN: know_V, well_R, see_V, go_V, good_A, get_V, might_MD, feel_N,
  599. Nearest to It_PRP: But_CC, He_PRP, They_PRP, That_DT, And_CC, We_PRP, There_EX, If_IN,
  600. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, midJune_N, sharply_R, low_A,
  601. Nearest to year_N.: year_N, month_N, week_N, month_N., say_V., day_N, week_N., day_N.,
  602. Nearest to see_V: know_V, go_V, get_V, thought_N, think_N, come_V, like_IN, And_CC,
  603. Nearest to need_N: well_R, way_N, get_V, know_V, even_R, go_V, could_MD, work_N,
  604. Nearest to A_DT: The_DT, But_CC, In_IN, And_CC, There_EX, This_DT, As_IN, accord_V,
  605. Nearest to In_IN: But_CC, And_CC, This_DT, A_DT, It_PRP, There_EX, The_DT, That_DT,
  606. Nearest to call_V: say_V, say_V., The_DT, sweatshop_N, part_N, suggest_V, include_V, Virus_N,
  607. Nearest to plan_N: government_N, new_A, would_MD, also_R, company_N, need_N, support_N, could_MD,
  608. Nearest to US_N: American_A, British_A, eight_CD., accord_V, security_N, Virus_N, government_N, Afghanistan_N,
  609. Nearest to government_N: plan_N, authority_N, official_N, would_MD, security_N, state_N, bank_N, country_N,
  610. Average loss at step 152000 : 5.082216937541961
  611. Average loss at step 154000 : 5.085319783687591
  612. Average loss at step 156000 : 5.079316533565521
  613. Average loss at step 158000 : 5.0730039181709286
  614. Average loss at step 160000 : 5.0734814658164975
  615. Nearest to one_CD: two_CD, three_CD, another_DT, many_A, The_DT, well_R, Virus_N, still_R,
  616. Nearest to last_A: next_A, earlier_R, past_N, Last_A, recent_A, later_R, three_CD, ago_R,
  617. Nearest to team_N: season_N, player_N, game_N, seizure_N., win_N, preferential_N, well_R, accent_N,
  618. Nearest to work_N: well_R, way_N, need_N, new_A, get_V, work_V, go_V, come_V,
  619. Nearest to give_V: get_V, come_V, put_N, make_V, take_V, go_V, allow_V, add_V,
  620. Nearest to know_V: see_V, think_N, go_V, need_N, like_IN, The_DT, believe_V, want_N,
  621. Nearest to official_N: report_N, government_N, authority_N, military_A, The_DT, prosecutor_N, statement_N, spokesman_N,
  622. Nearest to percent_N: per_IN, cent_N, million_CD, number_N, defendant_N., rise_V, June_N, billion_CD,
  623. Nearest to But_CC: And_CC, It_PRP, He_PRP, There_EX, That_DT, They_PRP, We_PRP, In_IN,
  624. Nearest to company_N: business_N, industry_N, market_N, also_R, investment_N, The_DT, sale_N, new_A,
  625. Nearest to many_A: even_R, one_CD, still_R, well_R, much_A, may_MD, number_N, two_CD,
  626. Nearest to people_N: child_N, woman_N, I_PRP, one_CD, many_A, country_N, still_R, family_N,
  627. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, way_N, many_A, see_V, well_R,
  628. Nearest to first_R: second_A, third_A, last_A, one_CD, three_CD, final_A, next_A, two_CD,
  629. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, He_PRP,
  630. Nearest to former_A: senior_A, yearold_N, executive_N, chief_N, John_N, president_N, Toyota_Motor_C_TGRAM., James_N,
  631. Nearest to next_A: last_A, past_N, earlier_R, later_R, come_V, recent_A, three_CD, first_R,
  632. Nearest to time_N: day_N, year_N, still_R, since_IN, month_N, one_CD, go_V, place_N,
  633. Nearest to group_N: business_N, leader_N, country_N, midfielders_N, firm_N, terrorist_N, government_N, Fortescue_N,
  634. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, even_R, need_N, still_R, way_N,
  635. Nearest to like_IN: know_V, well_R, see_V, go_V, good_A, I_PRP, get_V, might_MD,
  636. Nearest to It_PRP: But_CC, He_PRP, That_DT, They_PRP, And_CC, There_EX, This_DT, We_PRP,
  637. Nearest to per_IN: share_N, cent_N, percent_N, million_CD, rise_N, low_A, price_N, average_A,
  638. Nearest to year_N.: year_N, week_N, month_N, month_N., week_N., day_N, say_V., day_N.,
  639. Nearest to see_V: know_V, go_V, get_V, thought_N, think_N, come_V, like_IN, still_R,
  640. Nearest to need_N: well_R, way_N, get_V, even_R, know_V, could_MD, go_V, work_N,
  641. Nearest to A_DT: In_IN, But_CC, And_CC, The_DT, There_EX, This_DT, An_DT, As_IN,
  642. Nearest to In_IN: But_CC, And_CC, This_DT, A_DT, There_EX, It_PRP, The_DT, That_DT,
  643. Nearest to call_V: say_V, The_DT, say_V., sweatshop_N, Virus_N, suggest_V, part_N, include_V,
  644. Nearest to plan_N: government_N, new_A, would_MD, also_R, company_N, could_MD, today_N, need_N,
  645. Nearest to US_N: British_A, American_A, Virus_N, eight_CD., government_N, accord_V, security_N, official_IRNA_news_TGRAM,
  646. Nearest to government_N: authority_N, plan_N, official_N, security_N, would_MD, state_N, military_A, bank_N,
  647. Average loss at step 162000 : 5.055995831727982
  648. Average loss at step 164000 : 5.0590882143974305
  649. Average loss at step 166000 : 5.051131967067718
  650. Average loss at step 168000 : 5.0517131402492526
  651. Average loss at step 170000 : 5.0534335803985595
  652. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, well_R, Virus_N, The_DT, still_R,
  653. Nearest to last_A: next_A, earlier_R, past_N, Last_A, later_R, recent_A, three_CD, ago_R,
  654. Nearest to team_N: player_N, game_N, season_N, win_N, seizure_N., preferential_N, well_R, accent_N,
  655. Nearest to work_N: well_R, need_N, way_N, work_V, get_V, go_V, come_V, new_A,
  656. Nearest to give_V: get_V, come_V, put_N, make_V, take_V, go_V, allow_V, add_V,
  657. Nearest to know_V: see_V, think_N, go_V, need_N, want_N, believe_V, like_IN, And_CC,
  658. Nearest to official_N: report_N, government_N, authority_N, military_A, prosecutor_N, police_N, spokesman_N, state_N,
  659. Nearest to percent_N: per_IN, cent_N, million_CD, number_N, rise_V, billion_CD, percent_N., rate_N,
  660. Nearest to But_CC: And_CC, It_PRP, That_DT, There_EX, He_PRP, They_PRP, We_PRP, In_IN,
  661. Nearest to company_N: business_N, industry_N, market_N, investment_N, bank_N, firm_N, also_R, government_N,
  662. Nearest to many_A: still_R, one_CD, even_R, well_R, may_MD, much_A, number_N, might_MD,
  663. Nearest to people_N: child_N, woman_N, one_CD, I_PRP, country_N, many_A, still_R, family_N,
  664. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, many_A, way_N, also_R, still_R,
  665. Nearest to first_R: second_A, third_A, last_A, three_CD, one_CD, final_A, two_CD, four_CD,
  666. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, He_PRP,
  667. Nearest to former_A: senior_A, yearold_N, chief_N, executive_N, John_N, president_N, The_DT, James_N,
  668. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, three_CD, first_R,
  669. Nearest to time_N: day_N, one_CD, place_N, year_N, end_N, month_N, since_IN, still_R,
  670. Nearest to group_N: business_N, country_N, leader_N, firm_N, company_N, midfielders_N, terrorist_N, Fortescue_N,
  671. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, need_N, enough_R, even_R, still_R,
  672. Nearest to like_IN: well_R, know_V, see_V, good_A, go_V, many_A, get_V, I_PRP,
  673. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, We_PRP, This_DT, There_EX,
  674. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, price_N, low_A, rise_V,
  675. Nearest to year_N.: year_N, month_N, month_N., week_N, week_N., day_N, say_V., day_N.,
  676. Nearest to see_V: know_V, go_V, get_V, thought_N, think_N, come_V, like_IN, well_R,
  677. Nearest to need_N: well_R, way_N, get_V, know_V, even_R, would_MD, could_MD, work_N,
  678. Nearest to A_DT: But_CC, In_IN, The_DT, And_CC, There_EX, An_DT, This_DT, As_IN,
  679. Nearest to In_IN: But_CC, And_CC, This_DT, A_DT, There_EX, It_PRP, The_DT, That_DT,
  680. Nearest to call_V: say_V, The_DT, say_V., Virus_N, include_V, sweatshop_N, suggest_V, part_N,
  681. Nearest to plan_N: government_N, new_A, would_MD, also_R, company_N, could_MD, deal_N, need_N,
  682. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, The_DT, security_N, government_N, Afghanistan_N,
  683. Nearest to government_N: authority_N, plan_N, security_N, would_MD, official_N, country_N, state_N, bank_N,
  684. Average loss at step 172000 : 5.053941070079803
  685. Average loss at step 174000 : 5.055555219173431
  686. Average loss at step 176000 : 5.04948630809784
  687. Average loss at step 178000 : 5.033636405467987
  688. Average loss at step 180000 : 5.039165718793869
  689. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, Virus_N, The_DT, include_V,
  690. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, ago_R, three_CD,
  691. Nearest to team_N: player_N, game_N, season_N, seizure_N., win_N, preferential_N, well_R, accent_N,
  692. Nearest to work_N: well_R, need_N, work_V, way_N, go_V, get_V, come_V, new_A,
  693. Nearest to give_V: get_V, come_V, put_N, make_V, take_V, go_V, allow_V, add_V,
  694. Nearest to know_V: see_V, think_N, need_N, believe_V, The_DT, go_V, want_N, like_IN,
  695. Nearest to official_N: report_N, government_N, authority_N, military_A, prosecutor_N, police_N, spokesman_N, analyst_N,
  696. Nearest to percent_N: per_IN, cent_N, million_CD, rise_V, number_N, billion_CD, percent_N., sale_N,
  697. Nearest to But_CC: And_CC, It_PRP, That_DT, He_PRP, They_PRP, There_EX, We_PRP, In_IN,
  698. Nearest to company_N: business_N, industry_N, market_N, firm_N, also_R, investment_N, bank_N, The_DT,
  699. Nearest to many_A: still_R, even_R, one_CD, may_MD, well_R, much_A, number_N, several_A,
  700. Nearest to people_N: child_N, woman_N, country_N, I_PRP, many_A, one_CD, family_N, others_N,
  701. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, many_A, way_N, see_V, much_A,
  702. Nearest to first_R: second_A, third_A, three_CD, last_A, final_A, one_CD, two_CD, fourth_A,
  703. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, They_PRP, There_EX, He_PRP,
  704. Nearest to former_A: senior_A, yearold_N, chief_N, president_N, executive_N, John_N, James_N, name_V,
  705. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, first_R, three_CD,
  706. Nearest to time_N: day_N, one_CD, place_N, since_IN, month_N, year_N, end_N, still_R,
  707. Nearest to group_N: leader_N, business_N, country_N, firm_N, company_N, terrorist_N, The_DT, midfielders_N,
  708. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, need_N, way_N, even_R, likely_A,
  709. Nearest to like_IN: well_R, know_V, good_A, see_V, go_V, get_V, many_A, even_R,
  710. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, We_PRP, This_DT, There_EX,
  711. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, sharply_R, low_A,
  712. Nearest to year_N.: year_N, week_N, month_N., month_N, week_N., day_N, say_V., day_N.,
  713. Nearest to see_V: know_V, go_V, thought_N, think_N, get_V, come_V, believe_V, may_MD,
  714. Nearest to need_N: well_R, way_N, know_V, get_V, even_R, must_MD, would_MD, work_N,
  715. Nearest to A_DT: But_CC, In_IN, The_DT, And_CC, There_EX, An_DT, This_DT, As_IN,
  716. Nearest to In_IN: But_CC, And_CC, This_DT, There_EX, A_DT, It_PRP, That_DT, The_DT,
  717. Nearest to call_V: say_V, say_V., The_DT, include_V, Virus_N, sweatshop_N, suggest_V, see_V,
  718. Nearest to plan_N: government_N, would_MD, new_A, also_R, company_N, today_N, need_N, deal_N,
  719. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, security_N, accord_V, Tigris_N, The_DT,
  720. Nearest to government_N: authority_N, official_N, plan_N, security_N, state_N, would_MD, military_A, bank_N,
  721. Average loss at step 182000 : 5.03158447432518
  722. Average loss at step 184000 : 5.0317845804691315
  723. Average loss at step 186000 : 5.015913482666016
  724. Average loss at step 188000 : 4.989856786251068
  725. Average loss at step 190000 : 4.98178715634346
  726. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, still_R, Virus_N, include_V,
  727. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, ago_R, three_CD,
  728. Nearest to team_N: player_N, game_N, season_N, seizure_N., win_N, well_R, preferential_N, field_N,
  729. Nearest to work_N: well_R, work_V, need_N, get_V, way_N, come_V, go_V, new_A,
  730. Nearest to give_V: get_V, put_N, come_V, make_V, take_V, allow_V, add_V, go_V,
  731. Nearest to know_V: see_V, think_N, go_V, believe_V, want_N, need_N, like_IN, get_V,
  732. Nearest to official_N: report_N, government_N, authority_N, military_A, prosecutor_N, police_N, source_N, spokesman_N,
  733. Nearest to percent_N: per_IN, cent_N, million_CD, billion_CD, percent_N., number_N, rise_V, defendant_N.,
  734. Nearest to But_CC: And_CC, It_PRP, That_DT, There_EX, They_PRP, He_PRP, We_PRP, If_IN,
  735. Nearest to company_N: business_N, industry_N, firm_N, market_N, investment_N, bank_N, also_R, sale_N,
  736. Nearest to many_A: still_R, even_R, one_CD, may_MD, much_A, well_R, number_N, several_A,
  737. Nearest to people_N: child_N, woman_N, I_PRP, one_CD, country_N, many_A, others_N, still_R,
  738. Nearest to may_MD: could_MD, might_MD, would_MD, many_A, even_R, way_N, much_A, still_R,
  739. Nearest to first_R: second_A, third_A, three_CD, last_A, one_CD, final_A, opening_N, fourth_A,
  740. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, He_PRP,
  741. Nearest to former_A: senior_A, chief_N, yearold_N, president_N, executive_N, John_N, James_N, Greenwald_N,
  742. Nearest to next_A: last_A, earlier_R, later_R, past_N, recent_A, come_V, every_DT, three_CD,
  743. Nearest to time_N: day_N, one_CD, place_N, year_N, much_A, end_N, still_R, half_N,
  744. Nearest to group_N: leader_N, business_N, country_N, firm_N, company_N, The_DT, midfielders_N, member_N,
  745. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, enough_R, likely_A, need_N, even_R,
  746. Nearest to like_IN: well_R, know_V, see_V, good_A, many_A, go_V, get_V, feel_N,
  747. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, There_EX, We_PRP, This_DT,
  748. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, low_A, rise_V, sharply_R,
  749. Nearest to year_N.: year_N, month_N., week_N, month_N, week_N., day_N, day_N., say_V.,
  750. Nearest to see_V: know_V, go_V, thought_N, get_V, think_N, come_V, still_R, believe_V,
  751. Nearest to need_N: well_R, way_N, get_V, know_V, even_R, would_MD, work_N, must_MD,
  752. Nearest to A_DT: But_CC, In_IN, And_CC, The_DT, An_DT, There_EX, This_DT, One_CD,
  753. Nearest to In_IN: But_CC, And_CC, This_DT, There_EX, A_DT, It_PRP, That_DT, For_IN,
  754. Nearest to call_V: say_V, say_V., The_DT, include_V, Virus_N, sweatshop_N, see_V, lead_V,
  755. Nearest to plan_N: would_MD, new_A, government_N, deal_N, today_N, need_N, also_R, company_N,
  756. Nearest to US_N: British_A, American_A, eight_CD., accord_V, security_N, Virus_N, Afghanistan_N, government_N,
  757. Nearest to government_N: authority_N, official_N, security_N, plan_N, state_N, military_A, would_MD, bank_N,
  758. Average loss at step 192000 : 4.983937608242035
  759. Average loss at step 194000 : 4.981311220884323
  760. Average loss at step 196000 : 4.98456369304657
  761. Average loss at step 198000 : 4.979503577709198
  762. Average loss at step 200000 : 4.979040832996368
  763. Nearest to one_CD: two_CD, three_CD, another_DT, four_CD, many_A, five_CD, Virus_N, six_CD,
  764. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, ago_R, three_CD,
  765. Nearest to team_N: player_N, season_N, game_N, seizure_N., well_R, win_N, preferential_N, field_N,
  766. Nearest to work_N: well_R, work_V, get_V, way_N, need_N, come_V, go_V, help_N,
  767. Nearest to give_V: get_V, put_N, come_V, take_V, make_V, add_V, allow_V, go_V,
  768. Nearest to know_V: see_V, think_N, want_N, go_V, believe_V, need_N, like_IN, And_CC,
  769. Nearest to official_N: report_N, authority_N, government_N, military_A, prosecutor_N, spokesman_N, source_N, police_N,
  770. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., rise_V, defendant_N., number_N, sale_N,
  771. Nearest to But_CC: And_CC, It_PRP, There_EX, That_DT, They_PRP, He_PRP, If_IN, We_PRP,
  772. Nearest to company_N: business_N, firm_N, industry_N, market_N, bank_N, investment_N, also_R, government_N,
  773. Nearest to many_A: even_R, still_R, one_CD, may_MD, much_A, well_R, several_A, number_N,
  774. Nearest to people_N: child_N, woman_N, I_PRP, many_A, others_N, country_N, one_CD, family_N,
  775. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, many_A, way_N, still_R, much_A,
  776. Nearest to first_R: second_A, third_A, last_A, three_CD, one_CD, opening_N, fourth_A, next_A,
  777. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, If_IN,
  778. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, John_N, become_V, Greenwald_N,
  779. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, every_DT, three_CD,
  780. Nearest to time_N: day_N, place_N, one_CD, still_R, much_A, end_N, month_N, year_N,
  781. Nearest to group_N: leader_N, company_N, business_N, firm_N, country_N, government_N, also_R, midfielders_N,
  782. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, enough_R, still_R, even_R,
  783. Nearest to like_IN: know_V, well_R, see_V, good_A, many_A, even_R, feel_N, go_V,
  784. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, This_DT, We_PRP, There_EX,
  785. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, low_A, price_N, sharply_R,
  786. Nearest to year_N.: year_N, month_N., week_N, month_N, week_N., day_N, day_N., season_N.,
  787. Nearest to see_V: know_V, go_V, think_N, thought_N, still_R, get_V, come_V, well_R,
  788. Nearest to need_N: well_R, way_N, know_V, get_V, even_R, must_MD, want_N, help_N,
  789. Nearest to A_DT: In_IN, But_CC, And_CC, An_DT, This_DT, There_EX, The_DT, One_CD,
  790. Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, It_PRP, That_DT, For_IN,
  791. Nearest to call_V: say_V, The_DT, say_V., include_V, Virus_N, lead_V, sweatshop_N, itch_V,
  792. Nearest to plan_N: would_MD, new_A, government_N, deal_N, today_N, company_N, proposal_N, need_N,
  793. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, accord_V, security_N, busload_N, official_IRNA_news_TGRAM,
  794. Nearest to government_N: authority_N, official_N, security_N, bank_N, company_N, country_N, state_N, plan_N,
  795. Average loss at step 202000 : 4.973531595230103
  796. Average loss at step 204000 : 4.9765182111263275
  797. Average loss at step 206000 : 4.973123887300491
  798. Average loss at step 208000 : 4.974491884946823
  799. Average loss at step 210000 : 4.974179290056228
  800. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, still_R, number_N, five_CD,
  801. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, ago_R, end_N,
  802. Nearest to team_N: player_N, season_N, game_N, seizure_N., win_N, well_R, preferential_N, field_N,
  803. Nearest to work_N: work_V, well_R, way_N, get_V, need_N, help_N, come_V, go_V,
  804. Nearest to give_V: get_V, put_N, take_V, allow_V, come_V, add_V, make_V, go_V,
  805. Nearest to know_V: see_V, think_N, need_N, want_N, go_V, believe_V, like_IN, thought_N,
  806. Nearest to official_N: report_N, authority_N, government_N, source_N, military_A, prosecutor_N, spokesman_N, expert_N,
  807. Nearest to percent_N: per_IN, cent_N, million_CD, number_N, percent_N., rise_V, billion_CD, sale_N,
  808. Nearest to But_CC: And_CC, It_PRP, That_DT, There_EX, They_PRP, He_PRP, If_IN, We_PRP,
  809. Nearest to company_N: business_N, firm_N, market_N, industry_N, bank_N, already_R, investment_N, also_R,
  810. Nearest to many_A: still_R, even_R, one_CD, may_MD, well_R, much_A, several_A, number_N,
  811. Nearest to people_N: child_N, woman_N, others_N, one_CD, I_PRP, many_A, family_N, country_N,
  812. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, many_A, way_N, still_R, much_A,
  813. Nearest to first_R: second_A, third_A, last_A, fourth_A, one_CD, opening_N, next_A, three_CD,
  814. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, In_IN, There_EX, They_PRP, If_IN,
  815. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, John_N, name_V, The_DT,
  816. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, end_N, every_DT,
  817. Nearest to time_N: day_N, one_CD, end_N, place_N, still_R, half_N, much_A, month_N,
  818. Nearest to group_N: leader_N, country_N, The_DT, firm_N, company_N, business_N, also_R, woman_N,
  819. Nearest to could_MD: may_MD, would_MD, might_MD, expect_V, likely_A, even_R, still_R, need_N,
  820. Nearest to like_IN: know_V, well_R, see_V, good_A, many_A, even_R, think_N, feel_N,
  821. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, This_DT, We_PRP, There_EX,
  822. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, low_A, average_A, sharply_R,
  823. Nearest to year_N.: month_N., year_N, month_N, week_N, week_N., day_N., day_N, say_V.,
  824. Nearest to see_V: know_V, go_V, think_N, thought_N, still_R, like_IN, believe_V, come_V,
  825. Nearest to need_N: well_R, way_N, know_V, must_MD, want_N, get_V, help_N, even_R,
  826. Nearest to A_DT: In_IN, The_DT, But_CC, And_CC, This_DT, An_DT, There_EX, One_CD,
  827. Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, It_PRP, That_DT, For_IN,
  828. Nearest to call_V: say_V, say_V., The_DT, include_V, Virus_N, lead_V, suggest_V, sweatshop_N,
  829. Nearest to plan_N: would_MD, new_A, deal_N, today_N, government_N, proposal_N, propose_V, need_N,
  830. Nearest to US_N: British_A, American_A, Virus_N, eight_CD., security_N, official_IRNA_news_TGRAM, The_DT, accord_V,
  831. Nearest to government_N: authority_N, official_N, security_N, company_N, bank_N, state_N, plan_N, move_N,
  832. Average loss at step 212000 : 4.970302374958992
  833. Average loss at step 214000 : 4.9709113945961
  834. Average loss at step 216000 : 4.971776446342468
  835. Average loss at step 218000 : 4.969859743356705
  836. Average loss at step 220000 : 4.965501304149628
  837. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, still_R, The_DT, four_CD, Virus_N,
  838. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, ago_R, three_CD,
  839. Nearest to team_N: player_N, game_N, season_N, seizure_N., win_N, league_N, well_R, play_N,
  840. Nearest to work_N: work_V, well_R, get_V, way_N, need_N, help_N, go_V, new_A,
  841. Nearest to give_V: put_N, get_V, allow_V, add_V, take_V, make_V, come_V, go_V,
  842. Nearest to know_V: see_V, think_N, believe_V, want_N, need_N, go_V, like_IN, thought_N,
  843. Nearest to official_N: report_N, authority_N, government_N, prosecutor_N, military_A, source_N, spokesman_N, police_N,
  844. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., rise_V, billion_CD, number_N, defendant_N.,
  845. Nearest to But_CC: And_CC, It_PRP, There_EX, That_DT, They_PRP, He_PRP, If_IN, She_PRP,
  846. Nearest to company_N: business_N, firm_N, industry_N, market_N, bank_N, already_R, investment_N, sale_N,
  847. Nearest to many_A: still_R, one_CD, even_R, well_R, several_A, may_MD, much_A, among_IN,
  848. Nearest to people_N: child_N, woman_N, others_N, one_CD, country_N, I_PRP, family_N, many_A,
  849. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, way_N, still_R, much_A, many_A,
  850. Nearest to first_R: second_A, third_A, last_A, final_A, fourth_A, opening_N, next_A, three_CD,
  851. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  852. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, whose_WP$, name_V, join_V,
  853. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, come_V, within_IN, end_N,
  854. Nearest to time_N: day_N, end_N, still_R, month_N, one_CD, much_A, half_N, start_N,
  855. Nearest to group_N: leader_N, company_N, business_N, firm_N, country_N, organization_N, terrorist_N, woman_N,
  856. Nearest to could_MD: may_MD, would_MD, might_MD, expect_V, likely_A, even_R, way_N, still_R,
  857. Nearest to like_IN: know_V, see_V, well_R, good_A, go_V, even_R, think_N, get_V,
  858. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, This_DT, He_PRP, There_EX, We_PRP,
  859. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, billion_CD, average_A, low_A,
  860. Nearest to year_N.: month_N., year_N, month_N, week_N, week_N., day_N, day_N., season_N.,
  861. Nearest to see_V: know_V, think_N, thought_N, go_V, still_R, believe_V, well_R, get_V,
  862. Nearest to need_N: well_R, way_N, get_V, must_MD, want_N, know_V, even_R, help_N,
  863. Nearest to A_DT: In_IN, But_CC, An_DT, The_DT, And_CC, This_DT, There_EX, One_CD,
  864. Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, That_DT, It_PRP, For_IN,
  865. Nearest to call_V: say_V, say_V., Virus_N, include_V, suggest_V, The_DT, see_V, ask_V,
  866. Nearest to plan_N: would_MD, deal_N, proposal_N, new_A, government_N, today_N, need_N, company_N,
  867. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, official_IRNA_news_TGRAM, already_R, security_N, The_DT,
  868. Nearest to government_N: authority_N, official_N, state_N, bank_N, move_N, security_N, plan_N, company_N,
  869. Average loss at step 222000 : 4.965325503110885
  870. Average loss at step 224000 : 4.9636637489795685
  871. Average loss at step 226000 : 4.966455466747284
  872. Average loss at step 228000 : 4.962556784391404
  873. Average loss at step 230000 : 4.96122386264801
  874. Nearest to one_CD: another_DT, two_CD, three_CD, four_CD, many_A, still_R, five_CD, The_DT,
  875. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, end_N, three_CD,
  876. Nearest to team_N: player_N, game_N, season_N, win_N, seizure_N., league_N, play_N, club_N,
  877. Nearest to work_N: work_V, well_R, way_N, need_N, get_V, go_V, help_N, program_N,
  878. Nearest to give_V: put_N, allow_V, get_V, take_V, add_V, come_V, make_V, go_V,
  879. Nearest to know_V: see_V, think_N, believe_V, need_N, want_N, thought_N, like_IN, go_V,
  880. Nearest to official_N: authority_N, report_N, government_N, prosecutor_N, military_A, source_N, police_N, expert_N,
  881. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., rise_V, number_N, sale_N, billion_CD,
  882. Nearest to But_CC: And_CC, It_PRP, There_EX, That_DT, They_PRP, He_PRP, She_PRP, If_IN,
  883. Nearest to company_N: business_N, industry_N, firm_N, market_N, already_R, bank_N, government_N, investment_N,
  884. Nearest to many_A: still_R, one_CD, even_R, well_R, may_MD, several_A, much_A, among_IN,
  885. Nearest to people_N: child_N, others_N, woman_N, I_PRP, country_N, Americans_N, still_R, one_CD,
  886. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, still_R, way_N, much_A, enough_R,
  887. Nearest to first_R: second_A, third_A, last_A, opening_N, fourth_A, final_A, next_A, three_CD,
  888. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  889. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, join_V, name_V, John_N,
  890. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, end_N, come_V, first_R,
  891. Nearest to time_N: day_N, still_R, one_CD, month_N, much_A, year_N, half_N, place_N,
  892. Nearest to group_N: leader_N, company_N, country_N, firm_N, business_N, organization_N, woman_N, terrorist_N,
  893. Nearest to could_MD: may_MD, would_MD, might_MD, expect_V, likely_A, enough_R, even_R, way_N,
  894. Nearest to like_IN: see_V, know_V, well_R, good_A, even_R, go_V, many_A, think_N,
  895. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  896. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, billion_CD, low_A,
  897. Nearest to year_N.: year_N, month_N., month_N, week_N., week_N, day_N., day_N, season_N.,
  898. Nearest to see_V: know_V, think_N, thought_N, still_R, go_V, believe_V, like_IN, well_R,
  899. Nearest to need_N: well_R, way_N, must_MD, want_N, know_V, get_V, even_R, help_N,
  900. Nearest to A_DT: In_IN, An_DT, The_DT, But_CC, And_CC, One_CD, This_DT, There_EX,
  901. Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, The_DT, For_IN, That_DT,
  902. Nearest to call_V: say_V, say_V., The_DT, include_V, Virus_N, lead_V, suggest_V, call_N,
  903. Nearest to plan_N: would_MD, deal_N, proposal_N, today_N, government_N, new_A, company_N, need_N,
  904. Nearest to US_N: British_A, American_A, official_IRNA_news_TGRAM, eight_CD., The_DT, Virus_N, country_N, already_R,
  905. Nearest to government_N: authority_N, bank_N, official_N, country_N, security_N, move_N, state_N, company_N,
  906. Average loss at step 232000 : 4.9543078558444975
  907. Average loss at step 234000 : 4.9594417929649355
  908. Average loss at step 236000 : 4.959589634418488
  909. Average loss at step 238000 : 4.955073450326919
  910. Average loss at step 240000 : 4.957920759677887
  911. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, still_R, The_DT,
  912. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, ago_R, three_CD,
  913. Nearest to team_N: player_N, game_N, season_N, seizure_N., win_N, league_N, club_N, well_R,
  914. Nearest to work_N: work_V, well_R, way_N, need_N, help_N, go_V, get_V, program_N,
  915. Nearest to give_V: put_N, allow_V, get_V, take_V, add_V, come_V, make_V, go_V,
  916. Nearest to know_V: see_V, think_N, believe_V, want_N, go_V, thought_N, need_N, like_IN,
  917. Nearest to official_N: authority_N, report_N, government_N, prosecutor_N, military_A, source_N, expert_N, police_N,
  918. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., number_N, billion_CD, rise_V, quarter_N,
  919. Nearest to But_CC: And_CC, It_PRP, That_DT, He_PRP, They_PRP, There_EX, We_PRP, She_PRP,
  920. Nearest to company_N: business_N, firm_N, industry_N, market_N, bank_N, already_R, investment_N, also_R,
  921. Nearest to many_A: one_CD, still_R, even_R, several_A, much_A, well_R, may_MD, among_IN,
  922. Nearest to people_N: child_N, others_N, woman_N, Americans_N, country_N, one_CD, family_N, many_A,
  923. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, way_N, still_R, many_A, enough_R,
  924. Nearest to first_R: second_A, third_A, last_A, opening_N, next_A, final_A, fourth_A, one_CD,
  925. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  926. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, John_N, join_V, name_V,
  927. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, end_N, first_R, come_V,
  928. Nearest to time_N: day_N, still_R, one_CD, much_A, month_N, time_N., half_N, year_N,
  929. Nearest to group_N: leader_N, business_N, company_N, firm_N, country_N, woman_N, organization_N, terrorist_N,
  930. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, enough_R, way_N, want_V,
  931. Nearest to like_IN: see_V, know_V, well_R, go_V, even_R, good_A, many_A, think_N,
  932. Nearest to It_PRP: But_CC, They_PRP, That_DT, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  933. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, low_A, price_N,
  934. Nearest to year_N.: year_N, month_N., week_N., month_N, week_N, day_N., day_N, season_N.,
  935. Nearest to see_V: know_V, go_V, thought_N, still_R, think_N, like_IN, believe_V, get_V,
  936. Nearest to need_N: well_R, way_N, must_MD, want_N, know_V, get_V, work_N, help_N,
  937. Nearest to A_DT: In_IN, An_DT, The_DT, But_CC, And_CC, One_CD, There_EX, This_DT,
  938. Nearest to In_IN: But_CC, And_CC, This_DT, There_EX, A_DT, That_DT, For_IN, As_IN,
  939. Nearest to call_V: say_V, say_V., include_V, The_DT, Virus_N, lead_V, suggest_V, ask_V,
  940. Nearest to plan_N: proposal_N, deal_N, would_MD, government_N, today_N, need_N, company_N, new_A,
  941. Nearest to US_N: British_A, American_A, eight_CD., country_N, Virus_N, official_IRNA_news_TGRAM, already_R, accord_V,
  942. Nearest to government_N: authority_N, bank_N, country_N, state_N, official_N, plan_N, move_N, security_N,
  943. Average loss at step 242000 : 4.9498241889476775
  944. Average loss at step 244000 : 4.952290975809097
  945. Average loss at step 246000 : 4.954938170433045
  946. Average loss at step 248000 : 4.961885114908219
  947. Average loss at step 250000 : 4.989247616052627
  948. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, still_R, number_N,
  949. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, first_R, three_CD,
  950. Nearest to team_N: player_N, game_N, season_N, seizure_N., club_N, league_N, win_N, play_N,
  951. Nearest to work_N: work_V, well_R, way_N, need_N, help_N, go_V, get_V, program_N,
  952. Nearest to give_V: put_N, allow_V, get_V, come_V, take_V, add_V, make_V, go_V,
  953. Nearest to know_V: see_V, think_N, believe_V, want_N, need_N, thought_N, like_IN, go_V,
  954. Nearest to official_N: authority_N, report_N, government_N, prosecutor_N, military_A, source_N, expert_N, spokesman_N,
  955. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., number_N, billion_CD, rise_V, quarter_N,
  956. Nearest to But_CC: And_CC, That_DT, It_PRP, There_EX, They_PRP, He_PRP, If_IN, We_PRP,
  957. Nearest to company_N: business_N, firm_N, industry_N, market_N, product_N, investment_N, sale_N, bank_N,
  958. Nearest to many_A: one_CD, still_R, even_R, much_A, may_MD, well_R, several_A, already_R,
  959. Nearest to people_N: child_N, others_N, woman_N, Americans_N, country_N, family_N, men_N, I_PRP,
  960. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, still_R, many_A, way_N, enough_R,
  961. Nearest to first_R: second_A, third_A, last_A, opening_N, final_A, fourth_A, next_A, three_CD,
  962. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  963. Nearest to former_A: senior_A, chief_N, president_N, executive_N, yearold_N, John_N, name_V, join_V,
  964. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, end_N, first_R, within_IN,
  965. Nearest to time_N: day_N, much_A, half_N, still_R, month_N, time_N., year_N, one_CD,
  966. Nearest to group_N: company_N, leader_N, firm_N, business_N, country_N, organization_N, terrorist_N, party_N,
  967. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, enough_R, even_R, need_N,
  968. Nearest to like_IN: know_V, see_V, well_R, even_R, good_A, many_A, go_V, think_N,
  969. Nearest to It_PRP: But_CC, That_DT, They_PRP, And_CC, He_PRP, There_EX, This_DT, We_PRP,
  970. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, price_N, sharply_R,
  971. Nearest to year_N.: month_N., year_N, week_N., month_N, week_N, day_N., day_N, season_N.,
  972. Nearest to see_V: know_V, thought_N, go_V, still_R, think_N, like_IN, believe_V, get_V,
  973. Nearest to need_N: well_R, must_MD, want_N, way_N, know_V, get_V, help_N, even_R,
  974. Nearest to A_DT: An_DT, In_IN, The_DT, And_CC, But_CC, One_CD, Two_CD, With_IN,
  975. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, A_DT, That_DT, For_IN, The_DT,
  976. Nearest to call_V: say_V, say_V., include_V, The_DT, Virus_N, lead_V, suggest_V, ask_V,
  977. Nearest to plan_N: proposal_N, deal_N, government_N, new_A, would_MD, today_N, agreement_N, company_N,
  978. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, already_R, official_IRNA_news_TGRAM, The_DT, country_N,
  979. Nearest to government_N: authority_N, bank_N, security_N, official_N, state_N, military_A, plan_N, move_N,
  980. Average loss at step 252000 : 5.0020286386013035
  981. Average loss at step 254000 : 4.98518256187439
  982. Average loss at step 256000 : 4.988724934101104
  983. Average loss at step 258000 : 4.987511657476425
  984. Average loss at step 260000 : 4.981819722175598
  985. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, five_CD, still_R, The_DT,
  986. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, first_R, Last_A, three_CD,
  987. Nearest to team_N: player_N, game_N, season_N, league_N, seizure_N., club_N, play_N, win_N,
  988. Nearest to work_N: work_V, well_R, way_N, need_N, help_N, go_V, get_V, program_N,
  989. Nearest to give_V: put_N, allow_V, get_V, take_V, add_V, come_V, make_V, provide_V,
  990. Nearest to know_V: see_V, think_N, believe_V, want_N, thought_N, like_IN, need_N, go_V,
  991. Nearest to official_N: authority_N, report_N, government_N, prosecutor_N, military_A, source_N, expert_N, spokesman_N,
  992. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., billion_CD, number_N, quarter_N, total_A,
  993. Nearest to But_CC: And_CC, That_DT, They_PRP, It_PRP, There_EX, He_PRP, If_IN, She_PRP,
  994. Nearest to company_N: business_N, firm_N, industry_N, market_N, also_R, product_N, investment_N, bank_N,
  995. Nearest to many_A: one_CD, still_R, even_R, several_A, much_A, well_R, among_IN, may_MD,
  996. Nearest to people_N: child_N, others_N, Americans_N, woman_N, family_N, many_A, men_N, still_R,
  997. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, still_R, enough_R, way_N, much_A,
  998. Nearest to first_R: second_A, third_A, last_A, one_CD, opening_N, fourth_A, final_A, three_CD,
  999. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  1000. Nearest to former_A: senior_A, chief_N, president_N, executive_N, whose_WP$, become_V, yearold_N, John_N,
  1001. Nearest to next_A: last_A, earlier_R, past_N, later_R, recent_A, end_N, first_R, within_IN,
  1002. Nearest to time_N: day_N, half_N, month_N, much_A, time_N., one_CD, still_R, place_N,
  1003. Nearest to group_N: company_N, firm_N, leader_N, business_N, organization_N, country_N, terrorist_N, woman_N,
  1004. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, enough_R, want_V, need_N,
  1005. Nearest to like_IN: know_V, see_V, well_R, go_V, even_R, many_A, good_A, think_N,
  1006. Nearest to It_PRP: But_CC, That_DT, They_PRP, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  1007. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, price_N, sharply_R,
  1008. Nearest to year_N.: year_N, month_N., week_N., month_N, week_N, day_N., day_N, season_N.,
  1009. Nearest to see_V: know_V, thought_N, go_V, still_R, think_N, believe_V, like_IN, get_V,
  1010. Nearest to need_N: must_MD, want_N, well_R, way_N, know_V, get_V, help_N, would_MD,
  1011. Nearest to A_DT: An_DT, In_IN, And_CC, But_CC, One_CD, There_EX, This_DT, The_DT,
  1012. Nearest to In_IN: But_CC, And_CC, This_DT, There_EX, That_DT, A_DT, For_IN, As_IN,
  1013. Nearest to call_V: say_V, say_V., include_V, The_DT, lead_V, Virus_N, allow_V, met_N,
  1014. Nearest to plan_N: proposal_N, deal_N, would_MD, new_A, need_N, government_N, company_N, today_N,
  1015. Nearest to US_N: British_A, American_A, eight_CD., already_R, Virus_N, The_DT, official_IRNA_news_TGRAM, country_N,
  1016. Nearest to government_N: authority_N, bank_N, security_N, state_N, military_A, plan_N, company_N, official_N,
  1017. Average loss at step 262000 : 4.989293404579163
  1018. Average loss at step 264000 : 4.982606056928635
  1019. Average loss at step 266000 : 4.973621722221375
  1020. Average loss at step 268000 : 4.9721019144058225
  1021. Average loss at step 270000 : 4.9761445338726045
  1022. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, still_R, five_CD, number_N,
  1023. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, three_CD, first_R,
  1024. Nearest to team_N: player_N, game_N, season_N, club_N, seizure_N., league_N, well_R, play_N,
  1025. Nearest to work_N: work_V, well_R, way_N, go_V, help_N, need_N, get_V, must_MD,
  1026. Nearest to give_V: put_N, allow_V, get_V, come_V, take_V, add_V, make_V, go_V,
  1027. Nearest to know_V: see_V, think_N, believe_V, want_N, thought_N, like_IN, go_V, need_N,
  1028. Nearest to official_N: authority_N, report_N, military_A, government_N, prosecutor_N, source_N, expert_N, police_N,
  1029. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., billion_CD, number_N, total_A, quarter_N,
  1030. Nearest to But_CC: And_CC, That_DT, There_EX, It_PRP, They_PRP, He_PRP, If_IN, However_R,
  1031. Nearest to company_N: business_N, firm_N, industry_N, market_N, product_N, bank_N, sale_N, investment_N,
  1032. Nearest to many_A: one_CD, still_R, even_R, several_A, well_R, much_A, may_MD, often_R,
  1033. Nearest to people_N: child_N, others_N, woman_N, Americans_N, family_N, many_A, I_PRP, men_N,
  1034. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, still_R, likely_A, many_A, enough_R,
  1035. Nearest to first_R: second_A, third_A, last_A, one_CD, opening_N, final_A, three_CD, next_A,
  1036. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  1037. Nearest to former_A: senior_A, chief_N, executive_N, yearold_N, president_N, become_V, name_V, whose_WP$,
  1038. Nearest to next_A: last_A, past_N, earlier_R, later_R, recent_A, end_N, within_IN, three_CD,
  1039. Nearest to time_N: day_N, still_R, month_N, half_N, much_A, place_N, time_N., year_N,
  1040. Nearest to group_N: company_N, leader_N, organization_N, business_N, firm_N, country_N, terrorist_N, woman_N,
  1041. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, enough_R, want_V, need_N,
  1042. Nearest to like_IN: know_V, see_V, well_R, go_V, even_R, many_A, good_A, think_N,
  1043. Nearest to It_PRP: That_DT, But_CC, They_PRP, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  1044. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, sharply_R, price_N,
  1045. Nearest to year_N.: month_N., year_N, week_N., month_N, week_N, day_N., day_N, season_N.,
  1046. Nearest to see_V: know_V, thought_N, think_N, still_R, go_V, believe_V, like_IN, get_V,
  1047. Nearest to need_N: must_MD, want_N, well_R, way_N, help_N, get_V, know_V, would_MD,
  1048. Nearest to A_DT: An_DT, And_CC, In_IN, The_DT, But_CC, One_CD, There_EX, This_DT,
  1049. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, A_DT, For_IN, That_DT, As_IN,
  1050. Nearest to call_V: say_V, include_V, say_V., The_DT, lead_V, Virus_N, suggest_V, ask_V,
  1051. Nearest to plan_N: proposal_N, deal_N, would_MD, today_N, need_N, propose_V, new_A, company_N,
  1052. Nearest to US_N: British_A, American_A, eight_CD., Virus_N, already_R, country_N, The_DT, official_IRNA_news_TGRAM,
  1053. Nearest to government_N: authority_N, bank_N, military_A, official_N, security_N, already_R, state_N, move_N,
  1054. Average loss at step 272000 : 4.980534986019134
  1055. Average loss at step 274000 : 4.962505769252777
  1056. Average loss at step 276000 : 4.962374794721604
  1057. Average loss at step 278000 : 4.964887458324433
  1058. Average loss at step 280000 : 4.968315689086914
  1059. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, five_CD, number_N, still_R,
  1060. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, three_CD, first_R,
  1061. Nearest to team_N: player_N, game_N, season_N, club_N, seizure_N., league_N, well_R, play_N,
  1062. Nearest to work_N: work_V, well_R, need_N, help_N, way_N, must_MD, get_V, program_N,
  1063. Nearest to give_V: put_N, allow_V, get_V, come_V, add_V, take_V, provide_V, make_V,
  1064. Nearest to know_V: think_N, see_V, believe_V, want_N, thought_N, go_V, like_IN, And_CC,
  1065. Nearest to official_N: authority_N, report_N, government_N, military_A, prosecutor_N, source_N, expert_N, agency_N,
  1066. Nearest to percent_N: per_IN, cent_N, percent_N., million_CD, nearly_R, billion_CD, number_N, quarter_N,
  1067. Nearest to But_CC: And_CC, That_DT, There_EX, It_PRP, If_IN, They_PRP, He_PRP, However_R,
  1068. Nearest to company_N: business_N, firm_N, industry_N, market_N, product_N, bank_N, group_N, sector_N,
  1069. Nearest to many_A: even_R, one_CD, still_R, several_A, much_A, often_R, may_MD, well_R,
  1070. Nearest to people_N: others_N, child_N, Americans_N, woman_N, many_A, family_N, still_R, I_PRP,
  1071. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, likely_A, still_R, enough_R, able_A,
  1072. Nearest to first_R: second_A, third_A, last_A, three_CD, one_CD, another_DT, fourth_A, opening_N,
  1073. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, For_IN, If_IN,
  1074. Nearest to former_A: senior_A, chief_N, executive_N, yearold_N, join_V, name_V, become_V, president_N,
  1075. Nearest to next_A: last_A, past_N, earlier_R, later_R, recent_A, end_N, within_IN, ago_R,
  1076. Nearest to time_N: day_N, time_N., still_R, month_N, half_N, much_A, place_N, go_V,
  1077. Nearest to group_N: company_N, leader_N, business_N, firm_N, organization_N, country_N, woman_N, party_N,
  1078. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, want_V, enough_R, need_N,
  1079. Nearest to like_IN: know_V, see_V, well_R, even_R, good_A, go_V, think_N, many_A,
  1080. Nearest to It_PRP: That_DT, But_CC, They_PRP, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  1081. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, sharply_R, less_R,
  1082. Nearest to year_N.: month_N., year_N, week_N., month_N, week_N, day_N., day_N, season_N.,
  1083. Nearest to see_V: know_V, thought_N, believe_V, think_N, still_R, like_IN, go_V, get_V,
  1084. Nearest to need_N: must_MD, want_N, well_R, help_N, way_N, get_V, know_V, would_MD,
  1085. Nearest to A_DT: An_DT, But_CC, The_DT, In_IN, And_CC, There_EX, One_CD, Two_CD,
  1086. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, For_IN, That_DT, A_DT, As_IN,
  1087. Nearest to call_V: say_V, include_V, say_V., lead_V, The_DT, Virus_N, suggest_V, use_V,
  1088. Nearest to plan_N: proposal_N, would_MD, deal_N, new_A, propose_V, today_N, company_N, need_N,
  1089. Nearest to US_N: British_A, American_A, Virus_N, already_R, eight_CD., official_IRNA_news_TGRAM, Russian_A, McGrady_N,
  1090. Nearest to government_N: authority_N, bank_N, state_N, official_N, military_A, company_N, move_N, security_N,
  1091. Average loss at step 282000 : 4.96047417974472
  1092. Average loss at step 284000 : 4.960242715835571
  1093. Average loss at step 286000 : 4.967002477645874
  1094. Average loss at step 288000 : 4.959123661756515
  1095. Average loss at step 290000 : 4.959625824928284
  1096. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, five_CD, still_R, even_R,
  1097. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, end_N, Last_A, first_R,
  1098. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, seizure_N., play_N, win_N,
  1099. Nearest to work_N: work_V, well_R, need_N, help_N, way_N, program_N, go_V, already_R,
  1100. Nearest to give_V: put_N, allow_V, get_V, take_V, add_V, come_V, provide_V, receive_V,
  1101. Nearest to know_V: think_N, see_V, believe_V, want_N, thought_N, like_IN, go_V, And_CC,
  1102. Nearest to official_N: authority_N, report_N, government_N, military_A, source_N, prosecutor_N, expert_N, agency_N,
  1103. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., nearly_R, quarter_N, billion_CD, half_N,
  1104. Nearest to But_CC: And_CC, That_DT, There_EX, If_IN, They_PRP, It_PRP, He_PRP, As_IN,
  1105. Nearest to company_N: business_N, firm_N, industry_N, market_N, bank_N, product_N, group_N, sale_N,
  1106. Nearest to many_A: one_CD, even_R, several_A, still_R, often_R, well_R, may_MD, much_A,
  1107. Nearest to people_N: others_N, child_N, Americans_N, woman_N, family_N, many_A, I_PRP, men_N,
  1108. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, likely_A, still_R, able_A, many_A,
  1109. Nearest to first_R: second_A, third_A, last_A, fourth_A, one_CD, opening_N, three_CD, final_A,
  1110. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, They_PRP, If_IN,
  1111. Nearest to former_A: senior_A, chief_N, become_V, yearold_N, executive_N, whose_WP$, serve_V, join_V,
  1112. Nearest to next_A: last_A, past_N, earlier_R, later_R, end_N, recent_A, within_IN, come_V,
  1113. Nearest to time_N: day_N, time_N., half_N, month_N, place_N, still_R, much_A, since_IN,
  1114. Nearest to group_N: company_N, business_N, firm_N, organization_N, leader_N, country_N, woman_N, party_N,
  1115. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, want_V, try_V, able_A,
  1116. Nearest to like_IN: know_V, well_R, see_V, even_R, go_V, good_A, think_N, thought_N,
  1117. Nearest to It_PRP: That_DT, They_PRP, But_CC, And_CC, He_PRP, This_DT, There_EX, We_PRP,
  1118. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, less_R, sharply_R,
  1119. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1120. Nearest to see_V: know_V, thought_N, believe_V, still_R, think_N, like_IN, go_V, even_R,
  1121. Nearest to need_N: want_N, must_MD, well_R, help_N, way_N, get_V, know_V, able_A,
  1122. Nearest to A_DT: An_DT, But_CC, One_CD, The_DT, And_CC, There_EX, In_IN, With_IN,
  1123. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, For_IN, That_DT, As_IN, A_DT,
  1124. Nearest to call_V: say_V, say_V., include_V, lead_V, Virus_N, use_V, suggest_V, ask_V,
  1125. Nearest to plan_N: proposal_N, would_MD, deal_N, new_A, propose_V, need_N, today_N, company_N,
  1126. Nearest to US_N: British_A, American_A, already_R, eight_CD., The_DT, Virus_N, official_IRNA_news_TGRAM, Russian_A,
  1127. Nearest to government_N: authority_N, bank_N, military_A, move_N, Government_N, state_N, official_N, already_R,
  1128. Average loss at step 292000 : 4.951813901305199
  1129. Average loss at step 294000 : 4.949217177629471
  1130. Average loss at step 296000 : 4.946235012531281
  1131. Average loss at step 298000 : 4.953220824480057
  1132. Average loss at step 300000 : 4.955870353698731
  1133. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, five_CD, number_N, The_DT,
  1134. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, end_N, three_CD,
  1135. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, seizure_N., play_N, well_R,
  1136. Nearest to work_N: work_V, well_R, way_N, help_N, need_N, go_V, program_N, get_V,
  1137. Nearest to give_V: put_N, get_V, allow_V, come_V, add_V, take_V, provide_V, receive_V,
  1138. Nearest to know_V: think_N, see_V, believe_V, want_N, thought_N, like_IN, need_N, And_CC,
  1139. Nearest to official_N: authority_N, report_N, government_N, military_A, source_N, expert_N, prosecutor_N, spokesman_N,
  1140. Nearest to percent_N: per_IN, cent_N, percent_N., million_CD, billion_CD, nearly_R, average_A, unemployment_N,
  1141. Nearest to But_CC: And_CC, That_DT, They_PRP, There_EX, If_IN, It_PRP, He_PRP, As_IN,
  1142. Nearest to company_N: firm_N, business_N, industry_N, market_N, bank_N, group_N, product_N, already_R,
  1143. Nearest to many_A: several_A, even_R, still_R, one_CD, much_A, often_R, well_R, another_DT,
  1144. Nearest to people_N: others_N, child_N, Americans_N, woman_N, family_N, men_N, many_A, I_PRP,
  1145. Nearest to may_MD: could_MD, might_MD, would_MD, even_R, likely_A, still_R, able_A, enough_R,
  1146. Nearest to first_R: second_A, third_A, last_A, fourth_A, opening_N, final_A, one_CD, another_DT,
  1147. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, If_IN, In_IN,
  1148. Nearest to former_A: senior_A, chief_N, whose_WP$, become_V, join_V, executive_N, serve_V, yearold_N,
  1149. Nearest to next_A: last_A, past_N, earlier_R, later_R, end_N, recent_A, within_IN, start_N,
  1150. Nearest to time_N: day_N, time_N., much_A, month_N, go_V, half_N, still_R, since_IN,
  1151. Nearest to group_N: company_N, business_N, leader_N, firm_N, organization_N, country_N, woman_N, Palestinian_A,
  1152. Nearest to could_MD: would_MD, may_MD, might_MD, expect_V, likely_A, want_V, enough_R, try_V,
  1153. Nearest to like_IN: see_V, know_V, well_R, even_R, good_A, think_N, go_V, Univ_N,
  1154. Nearest to It_PRP: That_DT, They_PRP, But_CC, And_CC, This_DT, He_PRP, There_EX, We_PRP,
  1155. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, less_R, pc_N,
  1156. Nearest to year_N.: month_N., year_N, week_N., month_N, week_N, day_N., season_N., day_N,
  1157. Nearest to see_V: know_V, thought_N, still_R, believe_V, like_IN, think_N, go_V, get_V,
  1158. Nearest to need_N: must_MD, want_N, well_R, help_N, get_V, way_N, need_V, know_V,
  1159. Nearest to A_DT: An_DT, But_CC, With_IN, One_CD, And_CC, Two_CD, The_DT, In_IN,
  1160. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, As_IN, For_IN, That_DT, After_IN,
  1161. Nearest to call_V: say_V, say_V., include_V, lead_V, Virus_N, suggest_V, use_V, met_N,
  1162. Nearest to plan_N: proposal_N, would_MD, deal_N, new_A, propose_V, need_N, today_N, company_N,
  1163. Nearest to US_N: British_A, American_A, eight_CD., already_R, Virus_N, official_IRNA_news_TGRAM, McGrady_N, The_DT,
  1164. Nearest to government_N: authority_N, bank_N, move_N, military_A, state_N, official_N, force_N, party_N,
  1165. Average loss at step 302000 : 4.952941456794739
  1166. Average loss at step 304000 : 4.954529464483261
  1167. Average loss at step 306000 : 4.947167357206345
  1168. Average loss at step 308000 : 4.956262701511383
  1169. Average loss at step 310000 : 4.948661930561066
  1170. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, still_R, four_CD, even_R, The_DT,
  1171. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, Last_A, end_N, ago_R,
  1172. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, seizure_N., play_N, well_R,
  1173. Nearest to work_N: work_V, well_R, way_N, help_N, need_N, program_N, go_V, get_V,
  1174. Nearest to give_V: put_N, get_V, allow_V, come_V, add_V, take_V, provide_V, receive_V,
  1175. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, like_IN, And_CC, need_N,
  1176. Nearest to official_N: authority_N, report_N, government_N, military_A, source_N, expert_N, spokesman_N, agency_N,
  1177. Nearest to percent_N: million_CD, per_IN, cent_N, percent_N., number_N, nearly_R, total_A, likely_A,
  1178. Nearest to But_CC: And_CC, That_DT, There_EX, If_IN, They_PRP, It_PRP, He_PRP, However_R,
  1179. Nearest to company_N: firm_N, business_N, industry_N, bank_N, market_N, already_R, The_DT, group_N,
  1180. Nearest to many_A: one_CD, still_R, even_R, several_A, much_A, often_R, well_R, another_DT,
  1181. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, still_R, family_N, I_PRP,
  1182. Nearest to may_MD: might_MD, could_MD, would_MD, even_R, still_R, likely_A, way_N, enough_R,
  1183. Nearest to first_R: second_A, third_A, last_A, fourth_A, opening_N, final_A, three_CD, another_DT,
  1184. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, In_IN, If_IN, They_PRP,
  1185. Nearest to former_A: senior_A, chief_N, whose_WP$, join_V, executive_N, become_V, yearold_N, serve_V,
  1186. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, recent_A, every_DT,
  1187. Nearest to time_N: day_N, time_N., half_N, month_N, since_IN, still_R, much_A, end_N,
  1188. Nearest to group_N: company_N, organization_N, business_N, leader_N, firm_N, woman_N, country_N, target_N,
  1189. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, enough_R, able_A,
  1190. Nearest to like_IN: know_V, see_V, well_R, even_R, good_A, many_A, think_N, often_R,
  1191. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, He_PRP, And_CC, There_EX, She_PRP,
  1192. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_N, average_A, pc_N, less_R,
  1193. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1194. Nearest to see_V: know_V, thought_N, believe_V, still_R, think_N, even_R, like_IN, get_V,
  1195. Nearest to need_N: must_MD, want_N, well_R, help_N, way_N, get_V, need_V, know_V,
  1196. Nearest to A_DT: An_DT, But_CC, One_CD, With_IN, Two_CD, There_EX, The_DT, And_CC,
  1197. Nearest to In_IN: But_CC, And_CC, There_EX, This_DT, For_IN, As_IN, After_IN, That_DT,
  1198. Nearest to call_V: say_V, say_V., lead_V, include_V, suggest_V, use_V, Virus_N, ask_V,
  1199. Nearest to plan_N: proposal_N, would_MD, deal_N, propose_V, new_A, company_N, help_N, effort_N,
  1200. Nearest to US_N: British_A, American_A, eight_CD., already_R, Virus_N, official_IRNA_news_TGRAM, The_DT, McGrady_N,
  1201. Nearest to government_N: authority_N, bank_N, military_A, company_N, move_N, state_N, force_N, Government_N,
  1202. Average loss at step 312000 : 4.949757350444794
  1203. Average loss at step 314000 : 4.948936593055725
  1204. Average loss at step 316000 : 4.9539510324001315
  1205. Average loss at step 318000 : 4.947735601425171
  1206. Average loss at step 320000 : 4.940109419107437
  1207. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, still_R, five_CD, even_R,
  1208. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, end_N, ago_R,
  1209. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, seizure_N., play_N, well_R,
  1210. Nearest to work_N: work_V, well_R, way_N, help_N, program_N, go_V, need_N, find_V,
  1211. Nearest to give_V: put_N, allow_V, get_V, come_V, add_V, take_V, provide_V, receive_V,
  1212. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, like_IN, go_V, And_CC,
  1213. Nearest to official_N: authority_N, report_N, military_A, government_N, source_N, spokesman_N, agency_N, expert_N,
  1214. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., nearly_R, average_A, billion_CD, compare_V,
  1215. Nearest to But_CC: And_CC, That_DT, If_IN, There_EX, However_R, It_PRP, As_IN, They_PRP,
  1216. Nearest to company_N: firm_N, business_N, industry_N, market_N, bank_N, group_N, already_R, sector_N,
  1217. Nearest to many_A: one_CD, still_R, several_A, even_R, often_R, much_A, well_R, another_DT,
  1218. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, still_R, country_N, I_PRP,
  1219. Nearest to may_MD: might_MD, could_MD, would_MD, still_R, likely_A, even_R, much_A, way_N,
  1220. Nearest to first_R: second_A, third_A, fourth_A, last_A, opening_N, final_A, one_CD, another_DT,
  1221. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, If_IN, In_IN,
  1222. Nearest to former_A: senior_A, chief_N, whose_WP$, join_V, executive_N, accuse_V, serve_V, yearold_N,
  1223. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, every_DT, recent_A,
  1224. Nearest to time_N: day_N, time_N., still_R, half_N, month_N, much_A, go_V, place_N,
  1225. Nearest to group_N: company_N, firm_N, business_N, organization_N, leader_N, country_N, target_N, group_N.,
  1226. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, enough_R, able_A,
  1227. Nearest to like_IN: know_V, see_V, well_R, even_R, good_A, many_A, often_R, think_N,
  1228. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, And_CC, He_PRP, There_EX, She_PRP,
  1229. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, pc_N, ounce_N,
  1230. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1231. Nearest to see_V: know_V, thought_N, still_R, believe_V, think_N, like_IN, get_V, may_MD,
  1232. Nearest to need_N: want_N, must_MD, well_R, help_N, way_N, need_V, get_V, able_A,
  1233. Nearest to A_DT: An_DT, But_CC, With_IN, One_CD, Two_CD, And_CC, After_IN, There_EX,
  1234. Nearest to In_IN: But_CC, And_CC, There_EX, For_IN, This_DT, As_IN, After_IN, That_DT,
  1235. Nearest to call_V: say_V, lead_V, say_V., The_DT, include_V, Virus_N, suggest_V, met_N,
  1236. Nearest to plan_N: proposal_N, would_MD, deal_N, propose_V, new_A, want_V, today_N, budget_N,
  1237. Nearest to US_N: British_A, American_A, eight_CD., already_R, Virus_N, McGrady_N, The_DT, Russian_A,
  1238. Nearest to government_N: authority_N, bank_N, military_A, Government_N, move_N, state_N, party_N, country_N,
  1239. Average loss at step 322000 : 4.939575875520706
  1240. Average loss at step 324000 : 4.928714055299759
  1241. Average loss at step 326000 : 4.943405170202255
  1242. Average loss at step 328000 : 4.9381302485466
  1243. Average loss at step 330000 : 4.941975187063218
  1244. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, still_R, five_CD, even_R,
  1245. Nearest to last_A: next_A, earlier_R, past_N, later_R, recent_A, Last_A, ago_R, end_N,
  1246. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, play_N, seizure_N., win_N,
  1247. Nearest to work_N: work_V, well_R, help_N, way_N, need_N, find_V, program_N, look_V,
  1248. Nearest to give_V: put_N, allow_V, get_V, add_V, come_V, provide_V, take_V, receive_V,
  1249. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, like_IN, need_N,
  1250. Nearest to official_N: authority_N, report_N, government_N, source_N, military_A, expert_N, agency_N, spokesman_N,
  1251. Nearest to percent_N: per_IN, cent_N, million_CD, percent_N., nearly_R, average_A, billion_CD, half_N,
  1252. Nearest to But_CC: And_CC, That_DT, If_IN, There_EX, As_IN, It_PRP, However_R, They_PRP,
  1253. Nearest to company_N: firm_N, business_N, industry_N, bank_N, market_N, group_N, already_R, also_R,
  1254. Nearest to many_A: one_CD, still_R, several_A, even_R, well_R, often_R, much_A, may_MD,
  1255. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, still_R, family_N, people_N.,
  1256. Nearest to may_MD: might_MD, could_MD, would_MD, even_R, likely_A, still_R, able_A, enough_R,
  1257. Nearest to first_R: second_A, third_A, fourth_A, last_A, final_A, opening_N, another_DT, one_CD,
  1258. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, In_IN, If_IN,
  1259. Nearest to former_A: senior_A, chief_N, whose_WP$, join_V, executive_N, serve_V, yearold_N, accuse_V,
  1260. Nearest to next_A: last_A, earlier_R, past_N, later_R, within_IN, end_N, every_DT, recent_A,
  1261. Nearest to time_N: day_N, month_N, time_N., half_N, still_R, year_N, end_N, since_IN,
  1262. Nearest to group_N: company_N, organization_N, firm_N, business_N, leader_N, country_N, woman_N, target_N,
  1263. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, enough_R, try_V,
  1264. Nearest to like_IN: know_V, well_R, see_V, even_R, good_A, often_R, think_N, many_A,
  1265. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, He_PRP, And_CC, There_EX, She_PRP,
  1266. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, pc_N, ounce_N,
  1267. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1268. Nearest to see_V: know_V, believe_V, thought_N, still_R, think_N, even_R, well_R, look_V,
  1269. Nearest to need_N: want_N, must_MD, well_R, help_N, need_V, get_V, way_N, able_A,
  1270. Nearest to A_DT: An_DT, With_IN, One_CD, But_CC, Two_CD, And_CC, The_DT, There_EX,
  1271. Nearest to In_IN: But_CC, And_CC, There_EX, For_IN, As_IN, This_DT, After_IN, That_DT,
  1272. Nearest to call_V: say_V, lead_V, say_V., suggest_V, include_V, ask_V, met_N, Virus_N,
  1273. Nearest to plan_N: proposal_N, would_MD, deal_N, want_V, propose_V, expect_V, budget_N, new_A,
  1274. Nearest to US_N: British_A, American_A, eight_CD., already_R, The_DT, Virus_N, official_IRNA_news_TGRAM, Russian_A,
  1275. Nearest to government_N: authority_N, bank_N, move_N, Government_N, military_A, force_N, company_N, party_N,
  1276. Average loss at step 332000 : 4.936844270706176
  1277. Average loss at step 334000 : 4.936115336418152
  1278. Average loss at step 336000 : 4.93218284368515
  1279. Average loss at step 338000 : 4.935305937767029
  1280. Average loss at step 340000 : 4.928897648096084
  1281. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, still_R, The_DT,
  1282. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, end_N, Last_A, ago_R,
  1283. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, seizure_N., play_N, win_N,
  1284. Nearest to work_N: work_V, well_R, help_N, way_N, find_V, program_N, need_N, already_R,
  1285. Nearest to give_V: put_N, get_V, allow_V, provide_V, come_V, add_V, take_V, receive_V,
  1286. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, never_R, really_R,
  1287. Nearest to official_N: authority_N, report_N, government_N, source_N, police_N, agency_N, military_A, expert_N,
  1288. Nearest to percent_N: per_IN, cent_N, percent_N., million_CD, nearly_R, half_N, average_A, billion_CD,
  1289. Nearest to But_CC: And_CC, That_DT, If_IN, There_EX, However_R, They_PRP, As_IN, It_PRP,
  1290. Nearest to company_N: firm_N, business_N, industry_N, market_N, bank_N, already_R, group_N, also_R,
  1291. Nearest to many_A: still_R, one_CD, even_R, several_A, often_R, well_R, much_A, another_DT,
  1292. Nearest to people_N: others_N, child_N, Americans_N, woman_N, men_N, country_N, still_R, family_N,
  1293. Nearest to may_MD: might_MD, could_MD, would_MD, even_R, likely_A, still_R, possible_A, see_V,
  1294. Nearest to first_R: second_A, third_A, fourth_A, one_CD, another_DT, final_A, opening_N, last_A,
  1295. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, If_IN, In_IN,
  1296. Nearest to former_A: senior_A, chief_N, whose_WP$, join_V, executive_N, serve_V, accuse_V, yearold_N,
  1297. Nearest to next_A: last_A, earlier_R, past_N, later_R, end_N, within_IN, recent_A, start_N,
  1298. Nearest to time_N: day_N, still_R, time_N., year_N, end_N, start_N, half_N, since_IN,
  1299. Nearest to group_N: company_N, organization_N, leader_N, business_N, firm_N, target_N, country_N, woman_N,
  1300. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, able_A, try_V,
  1301. Nearest to like_IN: see_V, know_V, well_R, even_R, good_A, often_R, think_N, kind_N,
  1302. Nearest to It_PRP: That_DT, They_PRP, This_DT, But_CC, He_PRP, And_CC, There_EX, She_PRP,
  1303. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, pc_N, value_N,
  1304. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1305. Nearest to see_V: know_V, thought_N, believe_V, think_N, still_R, look_V, like_IN, go_V,
  1306. Nearest to need_N: want_N, must_MD, need_V, help_N, well_R, way_N, get_V, know_V,
  1307. Nearest to A_DT: An_DT, With_IN, Two_CD, One_CD, But_CC, The_DT, And_CC, After_IN,
  1308. Nearest to In_IN: But_CC, And_CC, There_EX, As_IN, This_DT, For_IN, After_IN, That_DT,
  1309. Nearest to call_V: say_V, lead_V, suggest_V, say_V., The_DT, include_V, Virus_N, ask_V,
  1310. Nearest to plan_N: proposal_N, would_MD, deal_N, expect_V, propose_V, want_V, budget_N, new_A,
  1311. Nearest to US_N: British_A, American_A, already_R, The_DT, eight_CD., Virus_N, Russian_A, official_IRNA_news_TGRAM,
  1312. Nearest to government_N: authority_N, bank_N, Government_N, move_N, military_A, state_N, force_N, company_N,
  1313. Average loss at step 342000 : 4.929362023234368
  1314. Average loss at step 344000 : 4.934406406879425
  1315. Average loss at step 346000 : 4.923683735847473
  1316. Average loss at step 348000 : 4.924589596033096
  1317. Average loss at step 350000 : 4.932993851661682
  1318. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, still_R, One_CD,
  1319. Nearest to last_A: next_A, earlier_R, past_N, recent_A, later_R, end_N, Last_A, ago_R,
  1320. Nearest to team_N: player_N, season_N, game_N, club_N, league_N, already_R, seizure_N., team_N.,
  1321. Nearest to work_N: work_V, well_R, help_N, way_N, program_N, look_V, need_N, find_V,
  1322. Nearest to give_V: put_N, get_V, allow_V, provide_V, add_V, come_V, receive_V, take_V,
  1323. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, go_V, never_R,
  1324. Nearest to official_N: authority_N, report_N, government_N, source_N, agency_N, police_N, prosecutor_N, military_A,
  1325. Nearest to percent_N: cent_N, per_IN, percent_N., million_CD, nearly_R, half_N, billion_CD, average_A,
  1326. Nearest to But_CC: And_CC, That_DT, If_IN, They_PRP, However_R, There_EX, He_PRP, It_PRP,
  1327. Nearest to company_N: firm_N, business_N, industry_N, already_R, bank_N, group_N, market_N, government_N,
  1328. Nearest to many_A: several_A, even_R, one_CD, often_R, still_R, much_A, well_R, among_IN,
  1329. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, country_N, people_N., still_R,
  1330. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, even_R, still_R, possible_A, able_A,
  1331. Nearest to first_R: second_A, third_A, fourth_A, opening_N, final_A, one_CD, last_A, another_DT,
  1332. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, If_IN, However_R,
  1333. Nearest to former_A: senior_A, whose_WP$, chief_N, join_V, serve_V, executive_N, accuse_V, yearold_N,
  1334. Nearest to next_A: last_A, earlier_R, past_N, later_R, end_N, within_IN, recent_A, start_N,
  1335. Nearest to time_N: day_N, time_N., start_N, still_R, half_N, end_N, place_N, moment_N,
  1336. Nearest to group_N: company_N, organization_N, business_N, firm_N, leader_N, already_R, country_N, target_N,
  1337. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1338. Nearest to like_IN: see_V, know_V, even_R, well_R, often_R, good_A, think_N, kind_N,
  1339. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, He_PRP, There_EX, And_CC, She_PRP,
  1340. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, ounce_N, rise_N, pc_N,
  1341. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., day_N, season_N.,
  1342. Nearest to see_V: know_V, believe_V, thought_N, still_R, think_N, look_V, consider_V, saw_N,
  1343. Nearest to need_N: must_MD, want_N, well_R, need_V, help_N, way_N, get_V, know_V,
  1344. Nearest to A_DT: An_DT, One_CD, Two_CD, With_IN, But_CC, After_IN, And_CC, As_IN,
  1345. Nearest to In_IN: But_CC, And_CC, There_EX, As_IN, After_IN, For_IN, This_DT, That_DT,
  1346. Nearest to call_V: say_V, lead_V, say_V., suggest_V, include_V, ask_V, Virus_N, call_N,
  1347. Nearest to plan_N: proposal_N, would_MD, deal_N, want_V, expect_V, propose_V, new_A, budget_N,
  1348. Nearest to US_N: British_A, American_A, already_R, eight_CD., The_DT, Virus_N, Russian_A, McGrady_N,
  1349. Nearest to government_N: authority_N, bank_N, move_N, military_A, state_N, Government_N, force_N, party_N,
  1350. Average loss at step 352000 : 4.929789714336395
  1351. Average loss at step 354000 : 4.924976219892502
  1352. Average loss at step 356000 : 4.924071301937103
  1353. Average loss at step 358000 : 4.922902882218361
  1354. Average loss at step 360000 : 4.925874065160752
  1355. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, several_A, The_DT,
  1356. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, Last_A, end_N, previous_A,
  1357. Nearest to team_N: player_N, season_N, game_N, club_N, league_N, play_N, already_R, seizure_N.,
  1358. Nearest to work_N: work_V, well_R, way_N, help_N, look_V, need_N, find_V, program_N,
  1359. Nearest to give_V: put_N, get_V, allow_V, provide_V, add_V, come_V, receive_V, provide_N,
  1360. Nearest to know_V: think_N, see_V, believe_V, want_N, thought_N, And_CC, go_V, But_CC,
  1361. Nearest to official_N: authority_N, report_N, government_N, source_N, expert_N, agency_N, spokesman_N, military_A,
  1362. Nearest to percent_N: cent_N, per_IN, percent_N., nearly_R, million_CD, average_A, billion_CD, half_N,
  1363. Nearest to But_CC: And_CC, That_DT, If_IN, However_R, There_EX, They_PRP, It_PRP, As_IN,
  1364. Nearest to company_N: firm_N, business_N, industry_N, bank_N, already_R, group_N, market_N, product_N,
  1365. Nearest to many_A: several_A, one_CD, often_R, even_R, well_R, much_A, still_R, among_IN,
  1366. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, people_N., country_N, soldier_N,
  1367. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, even_R, still_R, possible_A, able_A,
  1368. Nearest to first_R: second_A, third_A, fourth_A, last_A, opening_N, one_CD, final_A, another_DT,
  1369. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, However_R, After_IN,
  1370. Nearest to former_A: senior_A, whose_WP$, chief_N, accuse_V, serve_V, join_V, executive_N, name_V,
  1371. Nearest to next_A: last_A, earlier_R, past_N, later_R, within_IN, end_N, start_N, every_DT,
  1372. Nearest to time_N: day_N, time_N., still_R, half_N, start_N, month_N, since_IN, least_A,
  1373. Nearest to group_N: organization_N, company_N, business_N, leader_N, firm_N, already_R, country_N, target_N,
  1374. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1375. Nearest to like_IN: know_V, see_V, even_R, well_R, often_R, good_A, think_N, want_N,
  1376. Nearest to It_PRP: That_DT, But_CC, They_PRP, This_DT, And_CC, There_EX, He_PRP, She_PRP,
  1377. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, ounce_N, pc_N,
  1378. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., day_N,
  1379. Nearest to see_V: know_V, thought_N, believe_V, still_R, think_N, look_V, consider_V, look_N,
  1380. Nearest to need_N: must_MD, want_N, need_V, well_R, help_N, way_N, get_V, want_V,
  1381. Nearest to A_DT: An_DT, One_CD, Two_CD, With_IN, But_CC, The_DT, After_IN, And_CC,
  1382. Nearest to In_IN: But_CC, And_CC, There_EX, As_IN, After_IN, For_IN, This_DT, That_DT,
  1383. Nearest to call_V: say_V, lead_V, suggest_V, The_DT, say_V., include_V, urge_V, Virus_N,
  1384. Nearest to plan_N: proposal_N, would_MD, deal_N, propose_V, expect_V, want_V, new_A, effort_N,
  1385. Nearest to US_N: British_A, American_A, already_R, The_DT, eight_CD., Russian_A, States_N, country_N,
  1386. Nearest to government_N: authority_N, bank_N, Government_N, military_A, force_N, move_N, official_N, state_N,
  1387. Average loss at step 362000 : 4.919005847930908
  1388. Average loss at step 364000 : 4.917437501311302
  1389. Average loss at step 366000 : 4.923642008543014
  1390. Average loss at step 368000 : 4.915013938188553
  1391. Average loss at step 370000 : 4.919139269590378
  1392. Nearest to one_CD: another_DT, two_CD, many_A, three_CD, four_CD, five_CD, One_CD, No_DT,
  1393. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, Last_A, end_N, previous_A,
  1394. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, play_N, team_N., seizure_N.,
  1395. Nearest to work_N: work_V, well_R, way_N, help_N, still_R, find_V, already_R, look_V,
  1396. Nearest to give_V: put_N, allow_V, get_V, provide_V, add_V, receive_V, take_V, come_V,
  1397. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, never_R, go_V,
  1398. Nearest to official_N: authority_N, report_N, government_N, source_N, expert_N, agency_N, spokesman_N, military_A,
  1399. Nearest to percent_N: per_IN, cent_N, percent_N., million_CD, half_N, billion_CD, nearly_R, average_A,
  1400. Nearest to But_CC: And_CC, That_DT, If_IN, However_R, They_PRP, There_EX, It_PRP, As_IN,
  1401. Nearest to company_N: firm_N, business_N, industry_N, bank_N, market_N, already_R, government_N, product_N,
  1402. Nearest to many_A: several_A, often_R, well_R, even_R, still_R, much_A, one_CD, already_R,
  1403. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, people_N., still_R, soldier_N,
  1404. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, even_R, still_R, much_A, able_A,
  1405. Nearest to first_R: second_A, third_A, fourth_A, another_DT, last_A, opening_N, one_CD, final_A,
  1406. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, After_IN, However_R,
  1407. Nearest to former_A: senior_A, whose_WP$, chief_N, join_V, serve_V, accuse_V, name_V, executive_N,
  1408. Nearest to next_A: last_A, earlier_R, past_N, later_R, within_IN, end_N, start_N, recent_A,
  1409. Nearest to time_N: day_N, time_N., start_N, half_N, still_R, month_N, end_N, least_A,
  1410. Nearest to group_N: organization_N, company_N, business_N, firm_N, leader_N, party_N, group_N., already_R,
  1411. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, able_A, must_MD,
  1412. Nearest to like_IN: know_V, see_V, well_R, even_R, good_A, often_R, want_N, think_N,
  1413. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, And_CC, There_EX, He_PRP, She_PRP,
  1414. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, pc_N, ounce_N,
  1415. Nearest to year_N.: month_N., week_N., year_N, month_N, day_N., week_N, season_N., day_N,
  1416. Nearest to see_V: know_V, believe_V, thought_N, still_R, think_N, look_V, saw_N, find_V,
  1417. Nearest to need_N: must_MD, want_N, need_V, well_R, help_N, way_N, get_V, want_V,
  1418. Nearest to A_DT: An_DT, Two_CD, With_IN, One_CD, The_DT, But_CC, And_CC, After_IN,
  1419. Nearest to In_IN: But_CC, And_CC, There_EX, After_IN, As_IN, For_IN, This_DT, That_DT,
  1420. Nearest to call_V: lead_V, say_V., include_V, say_V, suggest_V, The_DT, Virus_N, urge_V,
  1421. Nearest to plan_N: proposal_N, would_MD, propose_V, deal_N, want_V, expect_V, planning_N, decision_N,
  1422. Nearest to US_N: British_A, American_A, already_R, eight_CD., The_DT, Afghanistan_N, country_N, Russian_A,
  1423. Nearest to government_N: authority_N, bank_N, move_N, military_A, Government_N, force_N, company_N, party_N,
  1424. Average loss at step 372000 : 4.916207442760467
  1425. Average loss at step 374000 : 4.918464190959931
  1426. Average loss at step 376000 : 4.923939200401306
  1427. Average loss at step 378000 : 4.924737409830094
  1428. Average loss at step 380000 : 4.91652683877945
  1429. Nearest to one_CD: another_DT, two_CD, many_A, five_CD, four_CD, three_CD, One_CD, The_DT,
  1430. Nearest to last_A: earlier_R, next_A, past_N, later_R, recent_A, previous_A, Last_A, end_N,
  1431. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, well_R, already_R, team_N.,
  1432. Nearest to work_N: work_V, well_R, way_N, help_N, find_V, already_R, still_R, look_V,
  1433. Nearest to give_V: put_N, provide_V, get_V, allow_V, add_V, receive_V, provide_N, come_V,
  1434. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, go_V, never_R,
  1435. Nearest to official_N: authority_N, report_N, government_N, source_N, expert_N, agency_N, spokesman_N, prosecutor_N,
  1436. Nearest to percent_N: per_IN, percent_N., cent_N, million_CD, half_N, billion_CD, nearly_R, average_A,
  1437. Nearest to But_CC: And_CC, That_DT, However_R, If_IN, It_PRP, They_PRP, So_R, As_IN,
  1438. Nearest to company_N: firm_N, business_N, industry_N, already_R, government_N, bank_N, market_N, product_N,
  1439. Nearest to many_A: often_R, several_A, even_R, well_R, still_R, one_CD, much_A, among_IN,
  1440. Nearest to people_N: others_N, Americans_N, child_N, woman_N, men_N, people_N., still_R, resident_N,
  1441. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, expect_V, able_A, still_R, even_R,
  1442. Nearest to first_R: second_A, third_A, fourth_A, last_A, another_DT, opening_N, final_A, one_CD,
  1443. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, If_IN, After_IN,
  1444. Nearest to former_A: senior_A, whose_WP$, chief_N, join_V, name_V, serve_V, accuse_V, elect_V,
  1445. Nearest to next_A: last_A, earlier_R, past_N, later_R, within_IN, end_N, start_N, ago_R,
  1446. Nearest to time_N: time_N., day_N, start_N, still_R, half_N, least_A, much_A, go_V,
  1447. Nearest to group_N: organization_N, company_N, business_N, leader_N, firm_N, group_N., party_N, already_R,
  1448. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, able_A, must_MD,
  1449. Nearest to like_IN: see_V, know_V, well_R, good_A, think_N, want_N, kind_N, thought_N,
  1450. Nearest to It_PRP: That_DT, They_PRP, But_CC, This_DT, And_CC, There_EX, He_PRP, She_PRP,
  1451. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, ounce_N, pc_N,
  1452. Nearest to year_N.: month_N., week_N., year_N, month_N, week_N, day_N., season_N., decade_N.,
  1453. Nearest to see_V: know_V, thought_N, believe_V, still_R, think_N, look_V, saw_N, find_V,
  1454. Nearest to need_N: must_MD, want_N, need_V, help_N, well_R, way_N, get_V, enough_R,
  1455. Nearest to A_DT: An_DT, With_IN, Two_CD, One_CD, But_CC, And_CC, The_DT, If_IN,
  1456. Nearest to In_IN: But_CC, And_CC, After_IN, As_IN, There_EX, For_IN, This_DT, That_DT,
  1457. Nearest to call_V: lead_V, say_V., include_V, say_V, suggest_V, Virus_N, The_DT, urge_V,
  1458. Nearest to plan_N: proposal_N, would_MD, propose_V, want_V, expect_V, deal_N, planning_N, new_A,
  1459. Nearest to US_N: British_A, American_A, already_R, eight_CD., Afghanistan_N, country_N, official_IRNA_news_TGRAM, Russian_A,
  1460. Nearest to government_N: authority_N, bank_N, move_N, Government_N, company_N, military_A, force_N, already_R,
  1461. Average loss at step 382000 : 4.917487121701241
  1462. Average loss at step 384000 : 4.9154334485530855
  1463. Average loss at step 386000 : 4.913557453393937
  1464. Average loss at step 388000 : 4.911356071710586
  1465. Average loss at step 390000 : 4.916663053274155
  1466. Nearest to one_CD: another_DT, two_CD, three_CD, many_A, four_CD, five_CD, well_R, One_CD,
  1467. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, Last_A, previous_A, end_N,
  1468. Nearest to team_N: player_N, game_N, season_N, club_N, league_N, well_R, already_R, team_N.,
  1469. Nearest to work_N: work_V, well_R, way_N, find_V, look_V, help_N, already_R, still_R,
  1470. Nearest to give_V: put_N, allow_V, provide_V, get_V, add_V, receive_V, provide_N, take_V,
  1471. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, never_R, And_CC, really_R,
  1472. Nearest to official_N: authority_N, report_N, source_N, expert_N, agency_N, government_N, spokesman_N, prosecutor_N,
  1473. Nearest to percent_N: per_IN, percent_N., cent_N, million_CD, half_N, billion_CD, average_A, nearly_R,
  1474. Nearest to But_CC: And_CC, That_DT, However_R, If_IN, They_PRP, There_EX, It_PRP, As_IN,
  1475. Nearest to company_N: firm_N, business_N, industry_N, market_N, bank_N, already_R, sector_N, government_N,
  1476. Nearest to many_A: often_R, even_R, several_A, well_R, one_CD, much_A, still_R, already_R,
  1477. Nearest to people_N: others_N, Americans_N, child_N, woman_N, people_N., men_N, still_R, resident_N,
  1478. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, able_A, even_R, still_R, enough_R,
  1479. Nearest to first_R: second_A, third_A, fourth_A, last_A, opening_N, another_DT, final_A, one_CD,
  1480. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, After_IN, One_CD,
  1481. Nearest to former_A: senior_A, whose_WP$, join_V, chief_N, accuse_V, name_V, elect_V, executive_N,
  1482. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, start_N, every_DT,
  1483. Nearest to time_N: time_N., day_N, start_N, still_R, month_N, least_A, half_N, year_N,
  1484. Nearest to group_N: organization_N, company_N, firm_N, leader_N, business_N, group_N., party_N, woman_N,
  1485. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1486. Nearest to like_IN: know_V, see_V, well_R, want_N, think_N, thought_N, even_R, often_R,
  1487. Nearest to It_PRP: That_DT, They_PRP, This_DT, But_CC, And_CC, There_EX, She_PRP, He_PRP,
  1488. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, pc_N, rise_N, ounce_N,
  1489. Nearest to year_N.: month_N., week_N., year_N, month_N, day_N., week_N, season_N., day_N,
  1490. Nearest to see_V: know_V, thought_N, believe_V, still_R, think_N, saw_N, look_V, well_R,
  1491. Nearest to need_N: want_N, must_MD, need_V, help_N, well_R, way_N, want_V, enough_R,
  1492. Nearest to A_DT: An_DT, Two_CD, With_IN, One_CD, But_CC, After_IN, And_CC, If_IN,
  1493. Nearest to In_IN: But_CC, And_CC, After_IN, For_IN, As_IN, This_DT, There_EX, That_DT,
  1494. Nearest to call_V: lead_V, say_V, say_V., urge_V, met_N, suggest_V, Virus_N, include_V,
  1495. Nearest to plan_N: proposal_N, would_MD, propose_V, want_V, deal_N, planning_N, decision_N, expect_V,
  1496. Nearest to US_N: British_A, American_A, already_R, eight_CD., Russian_A, Afghanistan_N, Virus_N, country_N,
  1497. Nearest to government_N: authority_N, bank_N, move_N, Government_N, military_A, party_N, company_N, official_N,
  1498. Average loss at step 392000 : 4.915139213442802
  1499. Average loss at step 394000 : 4.916777780056
  1500. Average loss at step 396000 : 4.918388192892075
  1501. Average loss at step 398000 : 4.905240114212036
  1502. Average loss at step 400000 : 4.907170366048813
  1503. Nearest to one_CD: another_DT, two_CD, many_A, four_CD, three_CD, five_CD, still_R, number_N,
  1504. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, Last_A, previous_A, ago_R,
  1505. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, well_R, field_N, already_R,
  1506. Nearest to work_N: work_V, well_R, way_N, help_N, job_N, find_V, still_R, need_N,
  1507. Nearest to give_V: put_N, allow_V, provide_V, get_V, receive_V, provide_N, add_V, take_V,
  1508. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, go_V, really_R,
  1509. Nearest to official_N: authority_N, report_N, expert_N, source_N, agency_N, prosecutor_N, spokesman_N, government_N,
  1510. Nearest to percent_N: per_IN, percent_N., million_CD, cent_N, half_N, nearly_R, average_A, billion_CD,
  1511. Nearest to But_CC: And_CC, That_DT, If_IN, However_R, They_PRP, There_EX, So_R, It_PRP,
  1512. Nearest to company_N: firm_N, business_N, industry_N, bank_N, government_N, group_N, market_N, already_R,
  1513. Nearest to many_A: several_A, often_R, one_CD, even_R, still_R, well_R, much_A, already_R,
  1514. Nearest to people_N: others_N, Americans_N, child_N, people_N., woman_N, still_R, men_N, resident_N,
  1515. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, still_R, even_R, able_A, must_MD,
  1516. Nearest to first_R: second_A, third_A, fourth_A, last_A, opening_N, another_DT, final_A, next_A,
  1517. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, After_IN, For_IN,
  1518. Nearest to former_A: senior_A, whose_WP$, join_V, name_V, chief_N, elect_V, accuse_V, serve_V,
  1519. Nearest to next_A: last_A, earlier_R, past_N, later_R, within_IN, end_N, start_N, every_DT,
  1520. Nearest to time_N: time_N., day_N, start_N, still_R, half_N, month_N, least_A, year_N,
  1521. Nearest to group_N: organization_N, company_N, business_N, firm_N, leader_N, group_N., party_N, The_DT,
  1522. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1523. Nearest to like_IN: know_V, see_V, well_R, think_N, often_R, thought_N, good_A, always_R,
  1524. Nearest to It_PRP: That_DT, But_CC, This_DT, They_PRP, And_CC, He_PRP, There_EX, She_PRP,
  1525. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, rise_N, ounce_N, pc_N,
  1526. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, day_N, season_N.,
  1527. Nearest to see_V: know_V, believe_V, thought_N, still_R, saw_N, think_N, look_V, consider_V,
  1528. Nearest to need_N: want_N, must_MD, need_V, help_N, want_V, way_N, well_R, enough_R,
  1529. Nearest to A_DT: An_DT, Two_CD, With_IN, The_DT, One_CD, But_CC, After_IN, And_CC,
  1530. Nearest to In_IN: But_CC, And_CC, After_IN, For_IN, As_IN, There_EX, This_DT, That_DT,
  1531. Nearest to call_V: say_V, lead_V, urge_V, say_V., ask_V, suggest_V, met_N, include_V,
  1532. Nearest to plan_N: proposal_N, would_MD, want_V, propose_V, planning_N, deal_N, expect_V, decision_N,
  1533. Nearest to US_N: British_A, American_A, already_R, Afghanistan_N, eight_CD., Iraq_N, States_N, country_N,
  1534. Nearest to government_N: authority_N, bank_N, Government_N, move_N, company_N, military_A, party_N, country_N,
  1535. Average loss at step 402000 : 4.909616272687912
  1536. Average loss at step 404000 : 4.910151156902313
  1537. Average loss at step 406000 : 4.903989150047302
  1538. Average loss at step 408000 : 4.909314064741134
  1539. Average loss at step 410000 : 4.903625183582306
  1540. Nearest to one_CD: another_DT, two_CD, three_CD, four_CD, many_A, five_CD, number_N, among_IN,
  1541. Nearest to last_A: earlier_R, past_N, next_A, recent_A, later_R, Last_A, previous_A, ago_R,
  1542. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, already_R, team_N., field_N,
  1543. Nearest to work_N: work_V, well_R, help_N, business_N, look_V, way_N, program_N, job_N,
  1544. Nearest to give_V: put_N, provide_V, allow_V, receive_V, get_V, take_V, provide_N, add_V,
  1545. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, What_WP, really_R,
  1546. Nearest to official_N: authority_N, report_N, expert_N, agency_N, source_N, government_N, prosecutor_N, spokesman_N,
  1547. Nearest to percent_N: percent_N., per_IN, cent_N, million_CD, half_N, nearly_R, average_A, billion_CD,
  1548. Nearest to But_CC: And_CC, That_DT, However_R, They_PRP, If_IN, So_R, There_EX, It_PRP,
  1549. Nearest to company_N: firm_N, business_N, industry_N, bank_N, market_N, already_R, sector_N, sale_N,
  1550. Nearest to many_A: often_R, several_A, much_A, even_R, still_R, one_CD, well_R, already_R,
  1551. Nearest to people_N: others_N, Americans_N, child_N, people_N., woman_N, men_N, still_R, resident_N,
  1552. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, still_R, even_R, able_A, enough_R,
  1553. Nearest to first_R: second_A, third_A, fourth_A, opening_N, last_A, another_DT, final_A, one_CD,
  1554. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, What_WP, They_PRP, However_R,
  1555. Nearest to former_A: senior_A, whose_WP$, join_V, accuse_V, elect_V, chief_N, name_V, serve_V,
  1556. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, start_N, every_DT,
  1557. Nearest to time_N: time_N., day_N, start_N, still_R, half_N, much_A, least_A, moment_N,
  1558. Nearest to group_N: organization_N, firm_N, company_N, leader_N, group_N., business_N, activist_N, party_N,
  1559. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, must_MD, try_V,
  1560. Nearest to like_IN: know_V, see_V, well_R, think_N, good_A, always_R, kind_N, often_R,
  1561. Nearest to It_PRP: That_DT, This_DT, They_PRP, But_CC, And_CC, He_PRP, There_EX, She_PRP,
  1562. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, ounce_N, pc_N, rise_N,
  1563. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, season_N., day_N,
  1564. Nearest to see_V: know_V, believe_V, thought_N, saw_N, still_R, look_V, think_N, find_V,
  1565. Nearest to need_N: want_N, must_MD, need_V, help_N, want_V, well_R, enough_R, way_N,
  1566. Nearest to A_DT: An_DT, Two_CD, With_IN, One_CD, After_IN, But_CC, And_CC, The_DT,
  1567. Nearest to In_IN: But_CC, And_CC, After_IN, There_EX, As_IN, For_IN, This_DT, That_DT,
  1568. Nearest to call_V: say_V., say_V, lead_V, urge_V, ask_V, include_V, met_N, Virus_N,
  1569. Nearest to plan_N: proposal_N, would_MD, want_V, propose_V, planning_N, decision_N, could_MD, expect_V,
  1570. Nearest to US_N: British_A, American_A, already_R, Afghanistan_N, States_N, eight_CD., Iraq_N, country_N,
  1571. Nearest to government_N: authority_N, Government_N, bank_N, move_N, military_A, party_N, country_N, official_N,
  1572. Average loss at step 412000 : 4.906923187971115
  1573. Average loss at step 414000 : 4.904691244125366
  1574. Average loss at step 416000 : 4.900213122129441
  1575. Average loss at step 418000 : 4.904869645595551
  1576. Average loss at step 420000 : 4.903004307508469
  1577. Nearest to one_CD: another_DT, two_CD, many_A, The_DT, three_CD, four_CD, still_R, five_CD,
  1578. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, Last_A, previous_A, ago_R,
  1579. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, already_R, field_N, team_N.,
  1580. Nearest to work_N: work_V, look_V, well_R, need_N, business_N, way_N, still_R, find_V,
  1581. Nearest to give_V: provide_V, put_N, allow_V, receive_V, provide_N, get_V, take_V, add_V,
  1582. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, really_R, What_WP,
  1583. Nearest to official_N: authority_N, report_N, expert_N, agency_N, source_N, spokesman_N, prosecutor_N, government_N,
  1584. Nearest to percent_N: percent_N., per_IN, cent_N, million_CD, nearly_R, half_N, average_A, billion_CD,
  1585. Nearest to But_CC: And_CC, That_DT, However_R, There_EX, So_R, They_PRP, If_IN, As_IN,
  1586. Nearest to company_N: firm_N, business_N, industry_N, bank_N, group_N, market_N, already_R, sale_N,
  1587. Nearest to many_A: several_A, often_R, still_R, one_CD, even_R, much_A, another_DT, well_R,
  1588. Nearest to people_N: others_N, Americans_N, child_N, people_N., woman_N, resident_N, still_R, men_N,
  1589. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, still_R, even_R, enough_R, able_A,
  1590. Nearest to first_R: second_A, third_A, fourth_A, another_DT, last_A, opening_N, final_A, one_CD,
  1591. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, After_IN, They_PRP, However_R,
  1592. Nearest to former_A: senior_A, whose_WP$, name_V, join_V, accuse_V, elect_V, chief_N, yearold_N,
  1593. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, start_N, every_DT,
  1594. Nearest to time_N: day_N, time_N., start_N, half_N, still_R, place_N, minute_N, least_A,
  1595. Nearest to group_N: organization_N, company_N, firm_N, group_N., business_N, leader_N, activist_N, target_N,
  1596. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1597. Nearest to like_IN: know_V, see_V, well_R, kind_N, always_R, often_R, good_A, think_N,
  1598. Nearest to It_PRP: That_DT, They_PRP, This_DT, But_CC, And_CC, He_PRP, There_EX, She_PRP,
  1599. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, ounce_N, pc_N, low_A,
  1600. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, season_N., day_N,
  1601. Nearest to see_V: know_V, thought_N, believe_V, look_V, saw_N, think_N, still_R, look_N,
  1602. Nearest to need_N: must_MD, want_N, need_V, well_R, want_V, way_N, help_N, enough_R,
  1603. Nearest to A_DT: An_DT, Two_CD, With_IN, One_CD, The_DT, But_CC, After_IN, And_CC,
  1604. Nearest to In_IN: But_CC, And_CC, After_IN, There_EX, As_IN, For_IN, This_DT, That_DT,
  1605. Nearest to call_V: say_V, lead_V, urge_V, The_DT, say_V., ask_V, include_V, follow_V,
  1606. Nearest to plan_N: proposal_N, would_MD, planning_N, want_V, propose_V, expect_V, decision_N, today_N,
  1607. Nearest to US_N: British_A, American_A, already_R, eight_CD., States_N, Thursday_N, Iraq_N, Afghanistan_N,
  1608. Nearest to government_N: authority_N, bank_N, Government_N, move_N, military_A, country_N, state_N, company_N,
  1609. Average loss at step 422000 : 4.903042072534562
  1610. Average loss at step 424000 : 4.898302509188652
  1611. Average loss at step 426000 : 4.8984779155254365
  1612. Average loss at step 428000 : 4.898313385725022
  1613. Average loss at step 430000 : 4.8971184237003325
  1614. Nearest to one_CD: another_DT, two_CD, three_CD, four_CD, many_A, five_CD, still_R, One_CD,
  1615. Nearest to last_A: earlier_R, next_A, past_N, recent_A, later_R, previous_A, Last_A, ago_R,
  1616. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, field_N, match_N, team_N.,
  1617. Nearest to work_N: work_V, well_R, look_V, way_N, find_V, still_R, need_N, business_N,
  1618. Nearest to give_V: provide_V, put_N, allow_V, provide_N, receive_V, get_V, add_V, take_V,
  1619. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, And_CC, really_R, never_R,
  1620. Nearest to official_N: authority_N, report_N, agency_N, source_N, expert_N, government_N, spokesman_N, prosecutor_N,
  1621. Nearest to percent_N: percent_N., per_IN, cent_N, million_CD, average_A, half_N, nearly_R, billion_CD,
  1622. Nearest to But_CC: And_CC, That_DT, However_R, They_PRP, As_IN, If_IN, So_R, There_EX,
  1623. Nearest to company_N: firm_N, business_N, industry_N, bank_N, group_N, market_N, sector_N, product_N,
  1624. Nearest to many_A: several_A, still_R, often_R, even_R, one_CD, another_DT, much_A, well_R,
  1625. Nearest to people_N: others_N, Americans_N, child_N, people_N., woman_N, resident_N, still_R, men_N,
  1626. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, still_R, even_R, possible_A, enough_R,
  1627. Nearest to first_R: second_A, third_A, fourth_A, another_DT, last_A, opening_N, one_CD, final_A,
  1628. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, They_PRP, After_IN, However_R,
  1629. Nearest to former_A: senior_A, whose_WP$, accuse_V, name_V, join_V, elect_V, chief_N, serve_V,
  1630. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, start_N, every_DT,
  1631. Nearest to time_N: time_N., day_N, start_N, half_N, least_A, ever_R, place_N, month_N,
  1632. Nearest to group_N: organization_N, company_N, firm_N, group_N., leader_N, activist_N, union_N, business_N,
  1633. Nearest to could_MD: would_MD, may_MD, might_MD, likely_A, want_V, expect_V, must_MD, try_V,
  1634. Nearest to like_IN: know_V, see_V, well_R, kind_N, always_R, even_R, often_R, good_A,
  1635. Nearest to It_PRP: That_DT, They_PRP, This_DT, But_CC, And_CC, He_PRP, She_PRP, There_EX,
  1636. Nearest to per_IN: cent_N, percent_N, share_N, average_A, million_CD, ounce_N, pc_N, rise_N,
  1637. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, day_N, season_N.,
  1638. Nearest to see_V: know_V, thought_N, believe_V, look_V, still_R, think_N, saw_N, find_V,
  1639. Nearest to need_N: want_N, must_MD, need_V, way_N, well_R, want_V, enough_R, help_N,
  1640. Nearest to A_DT: An_DT, With_IN, Two_CD, One_CD, But_CC, After_IN, And_CC, The_DT,
  1641. Nearest to In_IN: But_CC, And_CC, After_IN, There_EX, As_IN, For_IN, This_DT, While_IN,
  1642. Nearest to call_V: say_V, urge_V, lead_V, follow_V, ask_V, say_V., include_V, Virus_N,
  1643. Nearest to plan_N: proposal_N, would_MD, planning_N, propose_V, expect_V, want_V, decision_N, deal_N,
  1644. Nearest to US_N: British_A, American_A, already_R, UK_N, The_DT, eight_CD., States_N, federal_A,
  1645. Nearest to government_N: authority_N, Government_N, bank_N, move_N, military_A, state_N, company_N, country_N,
  1646. Average loss at step 432000 : 4.902666521787643
  1647. Average loss at step 434000 : 4.904176674842835
  1648. Average loss at step 436000 : 4.897374931812286
  1649. Average loss at step 438000 : 4.893519053220749
  1650. Average loss at step 440000 : 4.901413096189499
  1651. Nearest to one_CD: another_DT, two_CD, three_CD, four_CD, many_A, five_CD, One_CD, still_R,
  1652. Nearest to last_A: earlier_R, past_N, next_A, recent_A, later_R, Last_A, previous_A, ago_R,
  1653. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, match_N, coach_N, well_R,
  1654. Nearest to work_N: work_V, well_R, look_V, way_N, still_R, find_V, need_N, job_N,
  1655. Nearest to give_V: put_N, provide_V, allow_V, receive_V, provide_N, get_V, add_V, take_V,
  1656. Nearest to know_V: think_N, see_V, thought_N, believe_V, want_N, And_CC, really_R, go_V,
  1657. Nearest to official_N: authority_N, report_N, agency_N, source_N, expert_N, spokesman_N, government_N, police_N,
  1658. Nearest to percent_N: percent_N., per_IN, cent_N, million_CD, average_A, half_N, billion_CD, nearly_R,
  1659. Nearest to But_CC: And_CC, However_R, That_DT, If_IN, They_PRP, As_IN, There_EX, So_R,
  1660. Nearest to company_N: firm_N, business_N, industry_N, bank_N, market_N, group_N, product_N, sale_N,
  1661. Nearest to many_A: several_A, often_R, still_R, even_R, well_R, one_CD, another_DT, Some_DT,
  1662. Nearest to people_N: others_N, Americans_N, child_N, people_N., woman_N, resident_N, still_R, men_N,
  1663. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, still_R, even_R, possible_A, enough_R,
  1664. Nearest to first_R: second_A, third_A, fourth_A, another_DT, opening_N, last_A, final_A, one_CD,
  1665. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, What_WP, One_CD, They_PRP,
  1666. Nearest to former_A: senior_A, whose_WP$, accuse_V, name_V, join_V, elect_V, chief_N, yearold_N,
  1667. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, every_DT, start_N,
  1668. Nearest to time_N: day_N, time_N., start_N, half_N, least_A, still_R, place_N, moment_N,
  1669. Nearest to group_N: organization_N, firm_N, company_N, group_N., leader_N, activist_N, business_N, party_N,
  1670. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, want_V, must_MD, able_A,
  1671. Nearest to like_IN: know_V, well_R, see_V, kind_N, often_R, always_R, thought_N, If_IN,
  1672. Nearest to It_PRP: That_DT, This_DT, They_PRP, But_CC, And_CC, He_PRP, There_EX, She_PRP,
  1673. Nearest to per_IN: cent_N, percent_N, share_N, average_A, million_CD, ounce_N, pc_N, compare_V,
  1674. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, season_N., day_N,
  1675. Nearest to see_V: know_V, thought_N, believe_V, still_R, look_V, saw_N, think_N, consider_V,
  1676. Nearest to need_N: want_N, must_MD, need_V, want_V, well_R, way_N, enough_R, help_N,
  1677. Nearest to A_DT: An_DT, One_CD, Two_CD, With_IN, But_CC, After_IN, While_IN, The_DT,
  1678. Nearest to In_IN: But_CC, And_CC, After_IN, There_EX, As_IN, For_IN, This_DT, While_IN,
  1679. Nearest to call_V: urge_V, say_V, lead_V, ask_V, suggest_V, follow_V, say_V., The_DT,
  1680. Nearest to plan_N: proposal_N, would_MD, propose_V, planning_N, decision_N, effort_N, expect_V, want_V,
  1681. Nearest to US_N: British_A, American_A, Afghanistan_N, Iraq_N, already_R, The_DT, UK_N, States_N,
  1682. Nearest to government_N: authority_N, Government_N, bank_N, move_N, military_A, state_N, force_N, party_N,
  1683. Average loss at step 442000 : 4.893049547195434
  1684. Average loss at step 444000 : 4.8945363795757295
  1685. Average loss at step 446000 : 4.890098155498505
  1686. Average loss at step 448000 : 4.896209352850914
  1687. Average loss at step 450000 : 4.889098836660385
  1688. Nearest to one_CD: another_DT, two_CD, four_CD, three_CD, many_A, The_DT, five_CD, still_R,
  1689. Nearest to last_A: earlier_R, past_N, next_A, recent_A, later_R, Last_A, ago_R, previous_A,
  1690. Nearest to team_N: player_N, game_N, club_N, season_N, league_N, match_N, well_R, team_N.,
  1691. Nearest to work_N: work_V, well_R, look_V, still_R, way_N, find_V, job_N, need_N,
  1692. Nearest to give_V: put_N, allow_V, provide_V, provide_N, receive_V, get_V, add_V, without_IN,
  1693. Nearest to know_V: think_N, see_V, believe_V, thought_N, want_N, go_V, really_R, And_CC,
  1694. Nearest to official_N: authority_N, report_N, agency_N, expert_N, source_N, spokesman_N, prosecutor_N, government_N,
  1695. Nearest to percent_N: percent_N., per_IN, cent_N, half_N, million_CD, average_A, billion_CD, nearly_R,
  1696. Nearest to But_CC: And_CC, However_R, As_IN, If_IN, They_PRP, That_DT, So_R, While_IN,
  1697. Nearest to company_N: firm_N, business_N, industry_N, bank_N, group_N, government_N, market_N, UK_N,
  1698. Nearest to many_A: still_R, often_R, several_A, even_R, well_R, Some_DT, one_CD, another_DT,
  1699. Nearest to people_N: others_N, Americans_N, woman_N, child_N, people_N., resident_N, men_N, still_R,
  1700. Nearest to may_MD: might_MD, could_MD, would_MD, likely_A, possible_A, even_R, still_R, yet_R,
  1701. Nearest to first_R: second_A, third_A, fourth_A, another_DT, opening_N, last_A, final_A, four_CD,
  1702. Nearest to This_DT: That_DT, It_PRP, But_CC, And_CC, There_EX, However_R, One_CD, After_IN,
  1703. Nearest to former_A: senior_A, whose_WP$, name_V, accuse_V, join_V, chief_N, elect_V, serve_V,
  1704. Nearest to next_A: last_A, past_N, earlier_R, later_R, within_IN, end_N, start_N, every_DT,
  1705. Nearest to time_N: time_N., day_N, start_N, still_R, half_N, moment_N, least_A, year_N,
  1706. Nearest to group_N: organization_N, company_N, firm_N, group_N., activist_N, leader_N, business_N, union_N,
  1707. Nearest to could_MD: may_MD, would_MD, might_MD, likely_A, expect_V, must_MD, want_V, enough_R,
  1708. Nearest to like_IN: know_V, well_R, see_V, kind_N, always_R, often_R, If_IN, think_N,
  1709. Nearest to It_PRP: That_DT, This_DT, They_PRP, But_CC, And_CC, He_PRP, She_PRP, There_EX,
  1710. Nearest to per_IN: cent_N, percent_N, share_N, million_CD, average_A, ounce_N, pc_N, low_A,
  1711. Nearest to year_N.: month_N., week_N., year_N, day_N., month_N, week_N, season_N., day_N,
  1712. Nearest to see_V: know_V, believe_V, thought_N, still_R, saw_N, look_V, think_N, consider_V,
  1713. Nearest to need_N: must_MD, want_N, need_V, want_V, enough_R, well_R, way_N, able_A,
  1714. Nearest to A_DT: An_DT, One_CD, Two_CD, With_IN, But_CC, After_IN, The_DT, While_IN,
  1715. Nearest to In_IN: But_CC, After_IN, And_CC, As_IN, There_EX, For_IN, This_DT, While_IN,
  1716. Nearest to call_V: say_V, urge_V, ask_V, lead_V, follow_V, suggest_V, The_DT, include_V,
  1717. Nearest to plan_N: proposal_N, planning_N, would_MD, propose_V, decision_N, effort_N, strategy_N, deal_N,
  1718. Nearest to US_N: British_A, American_A, The_DT, UK_N, federal_A, already_R, Iraq_N, Afghanistan_N,
  1719. Nearest to government_N: authority_N, Government_N, bank_N, move_N, military_A, company_N, state_N, country_N,
  1720. plot saved
  1721.  
  1722. Process finished with exit code 0
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