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- Data : 100%
- Steps : 150001
- Start TIme : 10.37 AM
- End Time : 10.45 AM
- ************************
- /usr/bin/python3.6 /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py
- Sample data [39561, 6, 46272, 2332, 583, 3214, 962, 8546, 14682, 752] ['Sarwar_N', 'one_CD', 'eightman_N', 'gang_N', 'trial_N', 'conspiracy_N', 'murder_N', 'blowing_N', 'transatlantic_A', 'flight_N']
- 6 one_CD -> 39561 Sarwar_N
- 6 one_CD -> 46272 eightman_N
- 46272 eightman_N -> 2332 gang_N
- 46272 eightman_N -> 6 one_CD
- 2332 gang_N -> 583 trial_N
- 2332 gang_N -> 46272 eightman_N
- 583 trial_N -> 2332 gang_N
- 583 trial_N -> 3214 conspiracy_N
- WARNING:tensorflow:From /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py:159: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.
- Instructions for updating:
- keep_dims is deprecated, use keepdims instead
- 2018-04-02 10:36:52.331116: 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
- 2018-04-02 10:36:52.785004: 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
- 2018-04-02 10:36:52.785547: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1105] Found device 0 with properties:
- name: GeForce GT 740M major: 3 minor: 5 memoryClockRate(GHz): 1.0325
- pciBusID: 0000:01:00.0
- totalMemory: 1.96GiB freeMemory: 1.61GiB
- 2018-04-02 10:36:52.785568: 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)
- Initialized
- Average loss at step 0 : 315.76318359375
- Nearest to point_N: burst_N., Pegoraro_N, hardworking_V, Seasonal_A, motorcycle_N., devil_N., approach_N, screw_V.,
- Nearest to see_V: sultan_N, recites_N, polygamist_N, trekker_N, Minnesota_N, uniformity_N, Slovaks_N, Stony_N,
- Nearest to In_IN: rehearse_V, Glasgow_N., Life_N., vengeance_N., barbaric_N, tire_V., Uturn_N., GENERAL_N,
- Nearest to New_N: costcutting_V, Structure_N, department_N, ferry_V, Peewee_N, Retirement_N, DAS_N, starkest_N,
- Nearest to go_V: Redskins_N., bombedout_N, rental_N, aggrieve_V, supplement_N, Gore_N, washer_N, cockney_N,
- Nearest to come_V: unpaid_A, Transfer_N, necessity_N, Affinity_N, entity_N, Birkin_N, Bergmann_N, flypast_N,
- Nearest to people_N: tutelage_N, Building_N, hose_N., Volquez_N, Solicitors_N, NHS_Greater_Glasgow_TGRAM, usual_A., could_MD.,
- Nearest to Mr_N: stead_N, Udall_N, Malakov_N, nearpost_N, Masked_V, Boyes_N, McDonalds_N, ration_V.,
- Nearest to case_N: matzo_N, Mandarin_N, Zubair_N, TeV_N, poison_N, unrivaled_A, offcampus_N, lactose_N,
- Nearest to work_N: Sensing_V, Northridge_N, podium_N, bitterly_R, Toussaint_N, militant_N, Jumeirah_N, Way_N.,
- Nearest to another_DT: tale_N., fable_N, Mr_Yar_Adua_TGRAM, UCF_N, firefight_N., Edin_N, Yorkbased_Human_Rights_TGRAM, Katrina_N,
- Nearest to number_N: PPR_N, hatch_V., BernersLee_N, UKFI_N, Hotspur_N, Nazareth_N, Londonderry_N, leader_Aung_San_TGRAM,
- Nearest to even_R: Koreans_N., DVt_N, NHS_Greater_Glasgow_TGRAM, song_N, capitalisation_N., Cale_N, outgrown_N, aorta_N,
- Nearest to government_N: balancesheet_N, majestically_R, LU_N, characterisation_N, Lorena_N, Copts_N, annoyed_N, iguana_N,
- Nearest to company_N: retina_N., epidemiological_A, idealise_V, distribute_V, Vienna_N., KARACHI_N, strangle_N, Olic_N,
- Nearest to next_A: newsreel_N, Fuller_N, MAN_N, unconditionally_R, Georgians_N, flulike_N, Budd_N, PO_N,
- Nearest to last_A: conceive_V, IDEA_N, helpless_N, satisfy_V, restriction_N, Amaury_N, stagnation_N, vaccination_N.,
- Nearest to one_CD: impeach_V, federalstate_N, phoneins_N, Renteria_N, Edin_N, statute_N., Slam_N, disablement_N,
- Nearest to They_PRP: Warhol_N, stunt_V, affiliate_N, corset_N, Docs_N, achievement_N., germ_N., JeanMarc_N,
- Nearest to There_EX: Clips_N, letting_N, highestranking_V, Nash_N, fivefigure_N, Torry_N, WrightPhillips_N, Windows_N.,
- Nearest to since_IN: squaremeter_N, gulag_N, overland_N, download_V, Iridium_N, Kevin_N, utterance_N, Hanlon_N,
- Nearest to around_IN: encounter_N, Daisy_N, ecommerce_N, boilerplate_N, expense_N, Americas_N., Luos_N, Isolated_V,
- Nearest to group_N: No_DT, Orly_R, restrain_V, RAriz_N, insight_N., Appreciation_N, Andrea_N, drag_V.,
- Nearest to get_V: Cardiac_N, predawn_N, countersued_V, adopter_N, Cleland_N, Sheena_N, Almond_N, scrubbed_N,
- Nearest to He_PRP: flair_N., complicit_N, convoy_N, cinematic_A, unreported_A, Astro_N, Hey_N, pitchperfect_N,
- Nearest to high_A: benchmark_Shanghai_Composite_TGRAM, getup_N, CERA_N, unlocked_A, jam_N., pedophilia_N, Tessa_N, difficulty_N.,
- Nearest to give_V: memorial_N., nuclearrelated_V, redevelop_N, preOlympic_N, explanation_N, Russian_A, interim_N., pipe_N.,
- Nearest to part_N: interviewee_N, Africans_N, USS_N, Anfal_N, Geng_N, severity_N, officially_R, cohabitation_N,
- Nearest to child_N: Hjorth_N, assimilate_N, eight_CD, silhouette_N., Rocca_N, cappuccino_N, exclude_N, devoid_N,
- Nearest to help_N: characterizes_N, forgive_V., Atlantic_hurricane_season_TGRAM, DENVER_N, Derbyshire_N., Cruyff_N, tyre_N., kit_N.,
- Nearest to business_N: Mathews_N, preemption_N, Expedition_N, Charlie_N., ER_N, grab_N, Placement_N, Fayed_N.,
- Nearest to per_IN: Hoyas_N, favour_N., havoc_N, Parties_N, Demonstrations_N, Bethlehem_N, upped_the_ante_TGRAM, mudslinging_V,
- Average loss at step 2000 : 151.58375848197937
- Average loss at step 4000 : 82.73978709888458
- Average loss at step 6000 : 57.18157554149628
- Average loss at step 8000 : 42.191475639104844
- Average loss at step 10000 : 33.22932503414154
- Nearest to point_N: lake_N, piano_N, extend_V, approach_N, regularseason_N, compete_V, p_N, wing_N,
- Nearest to see_V: search_V, Minnesota_N, reign_V, useful_A, sound_V, sign_N., hardly_R, Well_R,
- Nearest to In_IN: save_V., come_V, rehearse_V, pose_V, club_N, partnership_N, search_V, Ever_R,
- Nearest to New_N: costcutting_V, department_N, group_N., ferry_V, son_N., receive_V, debut_N, block_N,
- Nearest to go_V: rental_N, supplement_N, Gore_N, ocean_N, dirty_N, feeling_N, trust_V, n_N,
- Nearest to come_V: unpaid_A, In_IN, entity_N, decrease_V, lure_V, heart_N, necessity_N, strongly_R,
- Nearest to people_N: demonstrate_V, tutelage_N, fail_N, Building_N, chapter_N, Pacific_N, could_MD., AllStar_N,
- Nearest to Mr_N: change_V., The_DT, first_R, birth_N, grasp_N., culture_N, apartment_N, survey_N,
- Nearest to case_N: The_DT, United_N., knife_N, delay_N, photographer_N., capped_N, knee_N, poison_N,
- Nearest to work_N: bitterly_R, activist_N, militant_N, drag_V, podium_N, us_N, native_A, Khamenei_N,
- Nearest to another_DT: Katrina_N, hidden_N, praise_N, My_PRP$, celebration_N, responsibility_N., described_N, habitat_N,
- Nearest to number_N: Hotspur_N, pub_N, bare_N, Tuesday_N., prompt_V, revive_V, somewhat_R, crush_V,
- Nearest to even_R: song_N, Jordan_N, Obama_N, link_N, likely_A, south_N, basket_N, widen_V,
- Nearest to government_N: Several_A, jury_N, place_N, benign_N, characterisation_N, tend_N, Equity_N, Communications_N,
- Nearest to company_N: man_N., campaign_N., distribute_V, end_N., Pakistani_N, approval_N, Terrorism_N, confidence_N,
- Nearest to next_A: Fuller_N, nobody_N, flulike_N, victory_N, monument_N, contract_V, license_V, world_N,
- Nearest to last_A: restriction_N, States_N, criticise_V, whatsoever_N, disease_N., barrel_N, Vancouver_N, Old_N,
- Nearest to one_CD: Al_N, bullet_N, Walker_N, Slam_N, crashed_N, pair_N, say_V, find_V,
- Nearest to They_PRP: Warhol_N, Hillary_A, affiliate_N, Patel_N, Arthur_N, Eric_A, happens_N, achievement_N.,
- Nearest to There_EX: bottom_N, decide_N, reach_N, Nash_N, loss_N, Friday_N, We_PRP, credit_N,
- Nearest to since_IN: month_N, Kevin_N, financing_N, work_V, Fukuda_N, boss_N., PGA_N, include_N,
- Nearest to around_IN: encounter_N, ecommerce_N, expense_N, DETROIT_N, stand_N., best_A, Stanley_N, total_A,
- Nearest to group_N: No_DT, Andrea_N, restrain_V, Musharraf_N, village_N, swept_N, draw_N., black_A,
- Nearest to get_V: life_N, victim_N, somehow_N, alter_V, others_N, Barnes_N, rate_N., impact_N,
- Nearest to He_PRP: convoy_N, lead_N, commerce_N, context_N, complicit_N, ignore_N, Hey_N, River_N,
- Nearest to high_A: S_N, least_A, jam_N., Haber_N, Including_V, CITY_N, unlocked_A, overwhelmingly_R,
- Nearest to give_V: Russian_A, sometimes_R, guest_N, explanation_N, Foster_N, pleased_A, Try_V, hundred_V,
- Nearest to part_N: found_N, USS_N, Africans_N, Cairo_N, officially_R, Kumar_N, Holdings_N, party_N.,
- Nearest to child_N: eight_CD, Stanley_N, fee_N, teammate_N, management_N, exclude_N, prefer_V, du_N,
- Nearest to help_N: award_N, kit_N., restore_V, long_R, psychiatrist_N, button_N, bus_N, FAA_N,
- Nearest to business_N: grab_N, Mathews_N, difficulty_N, thing_N., Jews_N, Higher_A, run_N, Kate_V,
- Nearest to per_IN: upon_IN, Hoyas_N, favour_N., criticism_N, firm_N, quietly_R, security_N., Putin_N,
- Average loss at step 12000 : 26.72936398601532
- Average loss at step 14000 : 22.765837299585343
- Average loss at step 16000 : 18.7004198384285
- Average loss at step 18000 : 16.223786558151247
- Average loss at step 20000 : 14.463847856760024
- Nearest to point_N: piano_N, lake_N, regularseason_N, wing_N, h_N, paparazzo_N, Wall_N, screw_V.,
- Nearest to see_V: The_DT, Minnesota_N, search_V, say_V., reign_V, sign_N., useful_A, say_V,
- Nearest to In_IN: The_DT, save_V., come_V, pose_V, Ever_R, rehearse_V, tire_V., Glasgow_N.,
- Nearest to New_N: costcutting_V, ferry_V, The_DT, say_V, department_N, son_N., back_R, harsh_N,
- Nearest to go_V: rental_N, supplement_N, Gore_N, get_V, I_PRP, say_V, n_N, dirty_N,
- Nearest to come_V: unpaid_A, In_IN, entity_N, say_V, decrease_V, lure_V, heart_N, necessity_N,
- Nearest to people_N: tutelage_N, I_PRP, demonstrate_V, Building_N, Pool_N, give_V, could_MD., forever_R.,
- Nearest to Mr_N: The_DT, probation_N, first_R, culture_N, dotgif_N, say_V, survey_N, Falls_N,
- Nearest to case_N: Mandarin_N, United_N., lactose_N, capped_N, deprive_N, photographer_N., demonstrator_N, delay_N,
- Nearest to work_N: bitterly_R, drag_V, Way_N., podium_N, activist_N, many_A, Khamenei_N, Powys_N,
- Nearest to another_DT: Katrina_N, first_R, responsibility_N., My_PRP$, tale_N., praise_N, habitat_N, granddaughter_N.,
- Nearest to number_N: Hotspur_N, pub_N, bare_N, ecological_A, revive_V, leader_Aung_San_TGRAM, Tuesday_N., humanity_N,
- Nearest to even_R: song_N, Obama_N, The_DT, likely_A, volley_N, incumbent_N, south_N, basket_N,
- Nearest to government_N: also_R, jury_N, say_V, Several_A, benign_N, NM_N, RV_N, Copts_N,
- Nearest to company_N: man_N., end_N., distribute_V, The_DT, Stacey_N, Pakistani_N, confirm_N, Terrorism_N,
- Nearest to next_A: nobody_N, Fuller_N, monument_N, flulike_N, victory_N, contract_V, Pixar_N, license_V,
- Nearest to last_A: restriction_N, whatsoever_N, two_CD, Vancouver_N, helpless_N, States_N, criticise_V, satisfy_V,
- Nearest to one_CD: bullet_N, make_V, Al_N, Slam_N, FSP_N, decide_N, new_A, Cox_N,
- Nearest to They_PRP: Warhol_N, stunt_V, Patel_N, Hillary_A, Arthur_N, achievement_N., bowel_N, irrelevant_N,
- Nearest to There_EX: We_PRP, The_DT, In_IN, bottom_N, Nash_N, BALTIMORE_N, decide_N, loss_N,
- Nearest to since_IN: month_N, financing_N, Kevin_N, ensures_N, work_V, Fukuda_N, PGA_N, download_V,
- Nearest to around_IN: encounter_N, DETROIT_N, ecommerce_N, stand_N., Future_N, best_A, Stanley_N, wait_V.,
- Nearest to group_N: No_DT, Andrea_N, restrain_V, Musharraf_N, The_DT, black_A, draw_N., insight_N.,
- Nearest to get_V: life_N, I_PRP, somehow_N, But_CC, alter_V, slow_V., go_V, lot_N,
- Nearest to He_PRP: The_DT, ignore_N, complicit_N, context_N, say_V, Motel_N, lead_N, convoy_N,
- Nearest to high_A: Haber_N, least_A, CITY_N, Carragher_N, jam_N., S_N, Christianity_N, guy_N.,
- Nearest to give_V: Russian_A, Try_V, The_DT, Foster_N, Swann_N, people_N, explanation_N, sometimes_R,
- Nearest to part_N: found_N, USS_N, Africans_N, Cairo_N, apparent_N, Kumar_N, Holdings_N, contract_V,
- Nearest to child_N: eight_CD, Utd_N, neighbour_N, fourthquarter_N, fee_N, Stanley_N, teammate_N, du_N,
- Nearest to help_N: DENVER_N, award_N, kit_N., Twain_N, dotgif_N, Netherlands_N., button_N, restore_V,
- Nearest to business_N: grab_N, Mathews_N, dotgif_N, Expedition_N, thing_N., Jews_N, ER_N, Higher_A,
- Nearest to per_IN: Hoyas_N, favour_N., upon_IN, security_N., quietly_R, criticism_N, firm_N, emerge_V.,
- Average loss at step 22000 : 12.928014300823211
- Average loss at step 24000 : 11.407608944177628
- Average loss at step 26000 : 10.610514130830765
- Average loss at step 28000 : 9.821770782470702
- Average loss at step 30000 : 8.971058148145676
- Nearest to point_N: piano_N, Mixed_A, wing_N, lake_N, Pegoraro_N, Seasonal_A, regularseason_N, InBev_N,
- Nearest to see_V: say_V, I_PRP, say_V., search_V, CCA_N, useful_A, It_PRP, sign_N.,
- Nearest to In_IN: The_DT, come_V, save_V., But_CC, tire_V., pose_V, Ever_R, Sheffield_N,
- Nearest to New_N: The_DT, costcutting_V, ferry_V, son_N., department_N, Retirement_N, back_R, harsh_N,
- Nearest to go_V: I_PRP, get_V, give_V, n_N, say_V, time_N, supplement_N, Gore_N,
- Nearest to come_V: unpaid_A, say_V, In_IN, also_R, The_DT, entity_N, lure_V, get_V,
- Nearest to people_N: I_PRP, tutelage_N, give_V, demonstrate_V, one_CD, Building_N, exaggerated_A, would_MD,
- Nearest to Mr_N: The_DT, say_V, also_R, first_R, probation_N, dotgif_N, CCA_N, told_N,
- Nearest to case_N: The_DT, Mandarin_N, ruff_N, United_N., lactose_N, capped_N, tractor_N, photographer_N.,
- Nearest to work_N: bitterly_R, drag_V, Way_N., many_A, podium_N, Powys_N, Northridge_N, maze_N,
- Nearest to another_DT: Katrina_N, first_R, The_DT, responsibility_N., My_PRP$, tale_N., habitat_N, praise_N,
- Nearest to number_N: Hotspur_N, PPR_N, bare_N, pub_N, ecological_A, leader_Aung_San_TGRAM, UKFI_N, include_V,
- Nearest to even_R: song_N, Obama_N, likely_A, volley_N, link_N, well_R, facilitate_N, south_N,
- Nearest to government_N: also_R, say_V, would_MD, majestically_R, The_DT, jury_N, security_N, NM_N,
- Nearest to company_N: The_DT, man_N., end_N., say_V, Stacey_N, Terrorism_N, confirm_N, distribute_V,
- Nearest to next_A: last_A, Pixar_N, monument_N, nobody_N, Mixed_A, victory_N, globe_N, Fuller_N,
- Nearest to last_A: two_CD, whatsoever_N, The_DT, restriction_N, next_A, three_CD, six_CD, helpless_N,
- Nearest to one_CD: The_DT, I_PRP, make_V, also_R, would_MD, new_A, say_V, bullet_N,
- Nearest to They_PRP: Warhol_N, stunt_V, achievement_N., The_DT, Patel_N, But_CC, prewar_N, bowel_N,
- Nearest to There_EX: We_PRP, In_IN, bottom_N, BALTIMORE_N, highestranking_V, one_CD, reach_N, Friday_N,
- Nearest to since_IN: month_N, ensures_N, Kansas_City_Royals_TGRAM, work_V, financing_N, Fukuda_N, Kevin_N, PGA_N,
- Nearest to around_IN: encounter_N, DETROIT_N, ecommerce_N, best_A, stand_N., total_A, Future_N, Americas_N.,
- Nearest to group_N: No_DT, Andrea_N, insight_N., restrain_V, pep_N, Musharraf_N, black_A, draw_N.,
- Nearest to get_V: I_PRP, go_V, But_CC, life_N, somehow_N, slow_V., The_DT, time_N,
- Nearest to He_PRP: The_DT, It_PRP, But_CC, I_PRP, say_V, ignore_N, context_N, lead_N,
- Nearest to high_A: Carragher_N, Tessa_N, least_A, CCA_N, Haber_N, CITY_N, reticence_N, guy_N.,
- Nearest to give_V: Russian_A, go_V, Try_V, people_N, We_PRP, Foster_N, say_V, freight_N,
- Nearest to part_N: found_N, Cairo_N, Africans_N, USS_N, apparent_N, Kumar_N, mingle_V, independent_N,
- Nearest to child_N: eight_CD, Utd_N, fee_N, teammate_N, Maastricht_N, neighbour_N, Mingora_N, fourthquarter_N,
- Nearest to help_N: DENVER_N, award_N, Twain_N, kit_N., warplane_N, Xinjiang_N, Netherlands_N., dotgif_N,
- Nearest to business_N: grab_N, Mathews_N, dotgif_N, Expedition_N, Jews_N, thing_N., ER_N, Toby_N,
- Nearest to per_IN: Hoyas_N, favour_N., Queen_N., quietly_R, security_N., upon_IN, emerge_V., Putin_N,
- Average loss at step 32000 : 8.533537195205689
- Average loss at step 34000 : 8.088242587804794
- Average loss at step 36000 : 7.745278796195984
- Average loss at step 38000 : 7.387824467658996
- Average loss at step 40000 : 7.12968286371231
- Nearest to point_N: piano_N, Mixed_A, wing_N, lake_N, h_N, burst_N., Gutierrez_N, Pegoraro_N,
- Nearest to see_V: I_PRP, say_V, It_PRP, say_V., But_CC, search_V, The_DT, CCA_N,
- Nearest to In_IN: The_DT, But_CC, come_V, This_DT, save_V., There_EX, tire_V., A_DT,
- Nearest to New_N: The_DT, ferry_V, costcutting_V, Retirement_N, Bowen_N, Mbps_N, Phyllis_N, Geneva_N.,
- Nearest to go_V: I_PRP, get_V, give_V, make_V, well_R, time_N, come_V, would_MD,
- Nearest to come_V: unpaid_A, say_V, But_CC, In_IN, get_V, also_R, take_V, make_V,
- Nearest to people_N: I_PRP, one_CD, tutelage_N, It_PRP, would_MD, well_R, Howell_N, Building_N,
- Nearest to Mr_N: The_DT, say_V, also_R, But_CC, CCA_N, told_N, It_PRP, dotgif_N,
- Nearest to case_N: Mandarin_N, United_N., ruff_N, lactose_N, area_N, tractor_N, Mans_N, capped_N,
- Nearest to work_N: drag_V, Way_N., many_A, bitterly_R, Northridge_N, maze_N, Powys_N, podium_N,
- Nearest to another_DT: Katrina_N, first_R, The_DT, responsibility_N., My_PRP$, tale_N., habitat_N, celebration_N,
- Nearest to number_N: Hotspur_N, include_V, PPR_N, ecological_A, leader_Aung_San_TGRAM, UKFI_N, bare_N, pub_N,
- Nearest to even_R: song_N, well_R, Obama_N, link_N, I_PRP, likely_A, volley_N, Kirk_N,
- Nearest to government_N: also_R, would_MD, say_V, US_N, security_N, could_MD, jury_N, majestically_R,
- Nearest to company_N: The_DT, end_N., would_MD, Terrorism_N, Stacey_N, handicap_N, man_N., takeover_N.,
- Nearest to next_A: last_A, Pixar_N, monument_N, globe_N, three_CD, victory_N, nobody_N, Fuller_N,
- Nearest to last_A: two_CD, next_A, whatsoever_N, three_CD, six_CD, four_CD, restriction_N, DUBLIN_N,
- Nearest to one_CD: The_DT, I_PRP, also_R, make_V, two_CD, people_N, run_V, But_CC,
- Nearest to They_PRP: I_PRP, But_CC, Warhol_N, The_DT, stunt_V, He_PRP, prewar_N, This_DT,
- Nearest to There_EX: We_PRP, In_IN, But_CC, one_CD, come_V, bottom_N, BALTIMORE_N, I_PRP,
- Nearest to since_IN: month_N, Kansas_City_Royals_TGRAM, ensures_N, year_N, Fukuda_N, stray_N, financing_N, work_V,
- Nearest to around_IN: encounter_N, best_A, DETROIT_N, ecommerce_N, blah_N, stand_N., total_A, Americas_N.,
- Nearest to group_N: No_DT, Andrea_N, insight_N., DemandTec_N, also_R, Musharraf_N, pep_N, restrain_V,
- Nearest to get_V: I_PRP, go_V, But_CC, life_N, come_V, lot_N, slow_V., somehow_N,
- Nearest to He_PRP: It_PRP, The_DT, But_CC, I_PRP, ignore_N, also_R, They_PRP, context_N,
- Nearest to high_A: low_A, Carragher_N, Tessa_N, reticence_N, least_A, CITY_N, Haber_N, CCA_N,
- Nearest to give_V: go_V, Russian_A, We_PRP, say_V, Try_V, pipe_N., get_V, amount_N,
- Nearest to part_N: found_N, Africans_N, Cairo_N, USS_N, mingle_V, Kong_N., officially_R, apparent_N,
- Nearest to child_N: eight_CD, fee_N, people_N, Maastricht_N, give_V, one_CD, DemandTec_N, teammate_N,
- Nearest to help_N: DENVER_N, AMPTP_N, award_N, Twain_N, warplane_N, characterizes_N, Netherlands_N., Xinjiang_N,
- Nearest to business_N: grab_N, forfeit_N, Mathews_N, dotgif_N, Toby_N, preemption_N, firstrate_N, ER_N,
- Nearest to per_IN: Hoyas_N, Queen_N., favour_N., quietly_R, cent_N, upon_IN, emerge_V., security_N.,
- Average loss at step 42000 : 7.019847568511963
- Average loss at step 44000 : 6.75745967912674
- Average loss at step 46000 : 6.679544253349304
- Average loss at step 48000 : 6.462330517530441
- Average loss at step 50000 : 6.2507267830371855
- Nearest to point_N: piano_N, Mixed_A, Taoiseach_N, wing_N, Gutierrez_N, barrel_N, goal_N, h_N,
- Nearest to see_V: I_PRP, say_V, get_V, But_CC, It_PRP, one_CD, search_V, say_V.,
- Nearest to In_IN: The_DT, But_CC, This_DT, A_DT, come_V, He_PRP, There_EX, It_PRP,
- Nearest to New_N: The_DT, costcutting_V, ferry_V, York_N, Retirement_N, Bowen_N, Mbps_N, Geneva_N.,
- Nearest to go_V: get_V, I_PRP, give_V, make_V, time_N, well_R, come_V, would_MD,
- Nearest to come_V: get_V, unpaid_A, make_V, say_V, But_CC, go_V, The_DT, take_V,
- Nearest to people_N: I_PRP, one_CD, would_MD, tutelage_N, well_R, Bongo_N, child_N, It_PRP,
- Nearest to Mr_N: The_DT, say_V, also_R, But_CC, told_N, He_PRP, CCA_N, It_PRP,
- Nearest to case_N: The_DT, It_PRP, Mandarin_N, Mans_N, United_N., ruff_N, area_N, tractor_N,
- Nearest to work_N: The_DT, drag_V, many_A, bitterly_R, Way_N., get_V, one_CD, would_MD,
- Nearest to another_DT: first_R, Katrina_N, My_PRP$, responsibility_N., The_DT, one_CD, habitat_N, go_V,
- Nearest to number_N: Hotspur_N, include_V, PPR_N, leader_Aung_San_TGRAM, ecological_A, hatch_V., bare_N, team_N,
- Nearest to even_R: well_R, song_N, I_PRP, Obama_N, likely_A, The_DT, give_V, link_N,
- Nearest to government_N: also_R, would_MD, security_N, could_MD, US_N, official_N, say_V, public_N,
- Nearest to company_N: The_DT, would_MD, also_R, Terrorism_N, end_N., handicap_N, takeover_N., public_N,
- Nearest to next_A: last_A, Pixar_N, three_CD, two_CD, monument_N, victory_N, globe_N, purse_N.,
- Nearest to last_A: two_CD, next_A, three_CD, six_CD, come_V, four_CD, whatsoever_N, past_N,
- Nearest to one_CD: The_DT, two_CD, make_V, also_R, run_V, people_N, I_PRP, time_N,
- Nearest to They_PRP: But_CC, I_PRP, The_DT, He_PRP, It_PRP, Warhol_N, This_DT, We_PRP,
- Nearest to There_EX: We_PRP, But_CC, In_IN, It_PRP, This_DT, come_V, one_CD, The_DT,
- Nearest to since_IN: month_N, year_N, ensures_N, Kansas_City_Royals_TGRAM, last_A, second_A, Fukuda_N, financing_N,
- Nearest to around_IN: best_A, encounter_N, DETROIT_N, ecommerce_N, total_A, Americas_N., blah_N, give_V,
- Nearest to group_N: No_DT, also_R, insight_N., Andrea_N, DemandTec_N, The_DT, Musharraf_N, pep_N,
- Nearest to get_V: go_V, I_PRP, But_CC, come_V, lot_N, time_N, life_N, much_A,
- Nearest to He_PRP: It_PRP, But_CC, The_DT, I_PRP, They_PRP, We_PRP, also_R, And_CC,
- Nearest to high_A: low_A, reticence_N, Carragher_N, Tessa_N, fell_V, least_A, CITY_N, Haber_N,
- Nearest to give_V: go_V, get_V, one_CD, We_PRP, Russian_A, come_V, say_V, amount_N,
- Nearest to part_N: found_N, The_DT, Africans_N, mingle_V, Cairo_N, Kong_N., Peo_N., USS_N,
- Nearest to child_N: people_N, one_CD, eight_CD, Maastricht_N, give_V, fee_N, The_DT, DemandTec_N,
- Nearest to help_N: DENVER_N, would_MD, AMPTP_N, take_V, Twain_N, award_N, warplane_N, Xinjiang_N,
- Nearest to business_N: preemption_N, forfeit_N, grab_N, Mathews_N, dotgif_N, firstrate_N, fiveweek_N, Expedition_N,
- Nearest to per_IN: Hoyas_N, cent_N, Queen_N., percent_N, quietly_R, upped_the_ante_TGRAM, emerge_V., Oppenheimer_N,
- Average loss at step 52000 : 6.1736049888134
- Average loss at step 54000 : 6.145832089662552
- Average loss at step 56000 : 6.119644244670868
- Average loss at step 58000 : 5.943828173637391
- Average loss at step 60000 : 5.905602617979049
- Nearest to point_N: piano_N, Mixed_A, goal_N, Taoiseach_N, Gutierrez_N, left_N, average_A, h_N,
- Nearest to see_V: I_PRP, get_V, But_CC, say_V, It_PRP, one_CD, know_V, come_V,
- Nearest to In_IN: But_CC, The_DT, This_DT, come_V, A_DT, It_PRP, He_PRP, There_EX,
- Nearest to New_N: The_DT, York_N, costcutting_V, Ressam_N, ferry_V, Bowen_N, Retirement_N, Geneva_N.,
- Nearest to go_V: get_V, I_PRP, come_V, give_V, time_N, would_MD, The_DT, make_V,
- Nearest to come_V: get_V, make_V, go_V, unpaid_A, But_CC, take_V, say_V, The_DT,
- Nearest to people_N: I_PRP, one_CD, child_N, tutelage_N, well_R, would_MD, Bongo_N, could_MD,
- Nearest to Mr_N: The_DT, also_R, say_V, But_CC, He_PRP, told_N, CCA_N, They_PRP,
- Nearest to case_N: The_DT, SpiderMan_N, Mans_N, United_N., tractor_N, ruff_N, Mandarin_N, area_N,
- Nearest to work_N: get_V, many_A, The_DT, drag_V, one_CD, would_MD, could_MD, bitterly_R,
- Nearest to another_DT: one_CD, first_R, Katrina_N, My_PRP$, The_DT, responsibility_N., go_V, give_V,
- Nearest to number_N: include_V, Hotspur_N, ecological_A, PPR_N, one_CD, leader_Aung_San_TGRAM, large_A, team_N,
- Nearest to even_R: well_R, I_PRP, likely_A, one_CD, song_N, The_DT, go_V, give_V,
- Nearest to government_N: also_R, would_MD, security_N, could_MD, official_N, US_N, plan_N, public_N,
- Nearest to company_N: The_DT, also_R, would_MD, handicap_N, Terrorism_N, takeover_N., Stacey_N, end_N.,
- Nearest to next_A: last_A, two_CD, three_CD, Pixar_N, victory_N, monument_N, globe_N, purse_N.,
- Nearest to last_A: two_CD, next_A, three_CD, past_N, six_CD, four_CD, early_R, come_V,
- Nearest to one_CD: two_CD, The_DT, make_V, three_CD, run_V, also_R, day_N, get_V,
- Nearest to They_PRP: But_CC, He_PRP, I_PRP, It_PRP, The_DT, We_PRP, This_DT, Warhol_N,
- Nearest to There_EX: But_CC, We_PRP, In_IN, It_PRP, This_DT, The_DT, They_PRP, come_V,
- Nearest to since_IN: month_N, last_A, year_N, Kansas_City_Royals_TGRAM, second_A, ensures_N, come_V, stray_N,
- Nearest to around_IN: best_A, ecommerce_N, DETROIT_N, encounter_N, many_A, Americas_N., total_A, Bongo_N,
- Nearest to group_N: also_R, insight_N., No_DT, DemandTec_N, Andrea_N, Musharraf_N, pep_N, Orly_R,
- Nearest to get_V: go_V, I_PRP, come_V, But_CC, give_V, much_A, lot_N, time_N,
- Nearest to He_PRP: It_PRP, But_CC, I_PRP, The_DT, They_PRP, We_PRP, She_PRP, And_CC,
- Nearest to high_A: low_A, reticence_N, Carragher_N, fell_V, Tessa_N, least_A, Haber_N, CERA_N,
- Nearest to give_V: go_V, get_V, come_V, one_CD, take_V, We_PRP, make_V, freight_N,
- Nearest to part_N: found_N, The_DT, mingle_V, would_MD, Africans_N, expect_V, Peo_N., Kong_N.,
- Nearest to child_N: people_N, one_CD, men_N, give_V, eight_CD, Maastricht_N, DemandTec_N, use_V,
- Nearest to help_N: would_MD, DENVER_N, AMPTP_N, take_V, get_V, warplane_N, Twain_N, come_V,
- Nearest to business_N: preemption_N, forfeit_N, grab_N, fiveweek_N, dotgif_N, firstrate_N, Expedition_N, Toby_N,
- Nearest to per_IN: cent_N, upped_the_ante_TGRAM, Queen_N., percent_N, Hoyas_N, quietly_R, rate_N, Oppenheimer_N,
- Average loss at step 62000 : 5.831846460103988
- Average loss at step 64000 : 5.862256158351898
- Average loss at step 66000 : 5.738103127717972
- Average loss at step 68000 : 5.7064493496418
- Average loss at step 70000 : 5.704547039747238
- Nearest to point_N: goal_N, Mixed_A, piano_N, left_N, Taoiseach_N, Gutierrez_N, average_A, Starring_V,
- Nearest to see_V: get_V, I_PRP, But_CC, go_V, It_PRP, come_V, say_V, much_A,
- Nearest to In_IN: But_CC, The_DT, This_DT, It_PRP, And_CC, There_EX, A_DT, He_PRP,
- Nearest to New_N: York_N, costcutting_V, Ressam_N, The_DT, ferry_V, Bowen_N, Mbps_N, Blyton_N,
- Nearest to go_V: get_V, I_PRP, come_V, give_V, time_N, make_V, would_MD, long_R,
- Nearest to come_V: get_V, go_V, make_V, give_V, unpaid_A, But_CC, take_V, say_V,
- Nearest to people_N: child_N, I_PRP, one_CD, tutelage_N, well_R, Bongo_N, would_MD, could_MD,
- Nearest to Mr_N: also_R, The_DT, But_CC, He_PRP, say_V, told_N, CCA_N, Lufthansa_N,
- Nearest to case_N: SpiderMan_N, ruff_N, Mans_N, tractor_N, found_N, United_N., But_CC, also_R,
- Nearest to work_N: get_V, many_A, drag_V, new_A, could_MD, well_R, would_MD, make_V,
- Nearest to another_DT: first_R, one_CD, My_PRP$, The_DT, go_V, Katrina_N, give_V, responsibility_N.,
- Nearest to number_N: include_V, Hotspur_N, one_CD, large_A, UKFI_N, ecological_A, PPR_N, leader_Aung_San_TGRAM,
- Nearest to even_R: well_R, I_PRP, likely_A, give_V, get_V, one_CD, song_N, make_V,
- Nearest to government_N: also_R, would_MD, security_N, official_N, could_MD, plan_N, public_N, US_N,
- Nearest to company_N: The_DT, also_R, would_MD, handicap_N, bank_N, public_N, new_A, Terrorism_N,
- Nearest to next_A: last_A, two_CD, three_CD, victory_N, Pixar_N, monument_N, globe_N, Budd_N,
- Nearest to last_A: two_CD, next_A, three_CD, past_N, recent_A, four_CD, six_CD, since_IN,
- Nearest to one_CD: two_CD, three_CD, The_DT, make_V, day_N, come_V, run_V, many_A,
- Nearest to They_PRP: But_CC, He_PRP, I_PRP, It_PRP, We_PRP, This_DT, The_DT, There_EX,
- Nearest to There_EX: But_CC, We_PRP, It_PRP, In_IN, They_PRP, This_DT, He_PRP, come_V,
- Nearest to since_IN: month_N, last_A, year_N, second_A, Kansas_City_Royals_TGRAM, come_V, ensures_N, In_IN,
- Nearest to around_IN: best_A, ecommerce_N, many_A, DETROIT_N, one_CD, encounter_N, Americas_N., Bongo_N,
- Nearest to group_N: also_R, insight_N., No_DT, Andrea_N, DemandTec_N, pep_N, black_A, The_DT,
- Nearest to get_V: go_V, I_PRP, come_V, much_A, give_V, see_V, But_CC, lot_N,
- Nearest to He_PRP: It_PRP, But_CC, I_PRP, They_PRP, We_PRP, The_DT, She_PRP, And_CC,
- Nearest to high_A: low_A, reticence_N, fell_V, least_A, Tessa_N, Carragher_N, CERA_N, big_A.,
- Nearest to give_V: get_V, go_V, come_V, take_V, make_V, one_CD, hold_N, even_R,
- Nearest to part_N: found_N, The_DT, expect_V, mingle_V, new_A, Peo_N., Africans_N, independent_N,
- Nearest to child_N: people_N, one_CD, men_N, DemandTec_N, Maastricht_N, use_V, give_V, mischievous_A,
- Nearest to help_N: would_MD, DENVER_N, take_V, way_N, try_V, get_V, AMPTP_N, well_R,
- Nearest to business_N: preemption_N, forfeit_N, fiveweek_N, firstrate_N, dotgif_N, also_R, nowadays_N., grab_N,
- Nearest to per_IN: cent_N, percent_N, upped_the_ante_TGRAM, Queen_N., rise_V, Hoyas_N, rate_N, Oppenheimer_N,
- Average loss at step 72000 : 5.6046071083545685
- Average loss at step 74000 : 5.600934829711914
- Average loss at step 76000 : 5.555775761842727
- Average loss at step 78000 : 5.56591713643074
- Average loss at step 80000 : 5.475766530513764
- Nearest to point_N: goal_N, Mixed_A, piano_N, left_N, average_A, one_CD, Starring_V, Taoiseach_N,
- Nearest to see_V: get_V, I_PRP, But_CC, go_V, come_V, know_V, say_V, much_A,
- Nearest to In_IN: But_CC, The_DT, This_DT, A_DT, It_PRP, And_CC, There_EX, That_DT,
- Nearest to New_N: York_N, The_DT, Ressam_N, costcutting_V, ferry_V, Blyton_N, Bowen_N, Mbps_N,
- Nearest to go_V: get_V, come_V, I_PRP, would_MD, give_V, know_V, well_R, But_CC,
- Nearest to come_V: get_V, go_V, give_V, But_CC, unpaid_A, take_V, one_CD, make_V,
- Nearest to people_N: child_N, I_PRP, one_CD, tutelage_N, well_R, could_MD, others_N, would_MD,
- Nearest to Mr_N: also_R, The_DT, But_CC, He_PRP, say_V, CCA_N, I_PRP, told_N,
- Nearest to case_N: The_DT, SpiderMan_N, found_N, ruff_N, tractor_N, refuse_V, Mans_N, But_CC,
- Nearest to work_N: get_V, many_A, well_R, drag_V, could_MD, one_CD, would_MD, new_A,
- Nearest to another_DT: one_CD, first_R, two_CD, My_PRP$, Katrina_N, go_V, responsibility_N., give_V,
- Nearest to number_N: include_V, Hotspur_N, one_CD, company_N, UKFI_N, large_A, ecological_A, BernersLee_N,
- Nearest to even_R: well_R, likely_A, I_PRP, one_CD, come_V, give_V, But_CC, get_V,
- Nearest to government_N: also_R, would_MD, official_N, security_N, could_MD, plan_N, public_N, US_N,
- Nearest to company_N: The_DT, also_R, bank_N, new_A, handicap_N, would_MD, use_N, Indoors_N,
- Nearest to next_A: last_A, two_CD, three_CD, Pixar_N, victory_N, past_N, first_R, come_V,
- Nearest to last_A: next_A, two_CD, past_N, three_CD, recent_A, four_CD, early_R, six_CD,
- Nearest to one_CD: two_CD, The_DT, three_CD, many_A, come_V, make_V, get_V, But_CC,
- Nearest to They_PRP: But_CC, He_PRP, I_PRP, It_PRP, We_PRP, This_DT, She_PRP, There_EX,
- Nearest to There_EX: But_CC, We_PRP, It_PRP, In_IN, They_PRP, He_PRP, This_DT, She_PRP,
- Nearest to since_IN: month_N, last_A, year_N, come_V, second_A, Kansas_City_Royals_TGRAM, week_N, first_R,
- Nearest to around_IN: best_A, one_CD, ecommerce_N, many_A, DETROIT_N, Americas_N., Bongo_N, people_N,
- Nearest to group_N: also_R, insight_N., No_DT, DemandTec_N, Orly_R, pep_N, slugger_N, InterServices_N,
- Nearest to get_V: go_V, come_V, give_V, I_PRP, much_A, see_V, lot_N, work_N,
- Nearest to He_PRP: It_PRP, But_CC, I_PRP, They_PRP, We_PRP, She_PRP, The_DT, And_CC,
- Nearest to high_A: low_A, fell_V, reticence_N, Haber_N, percent_N, Tessa_N, least_A, CERA_N,
- Nearest to give_V: get_V, come_V, go_V, take_V, make_V, one_CD, hold_N, even_R,
- Nearest to part_N: found_N, new_A, expect_V, The_DT, would_MD, recognize_V, mingle_V, make_V,
- Nearest to child_N: people_N, men_N, one_CD, woman_N, family_N, DemandTec_N, mischievous_A, use_V,
- Nearest to help_N: new_A, try_V, would_MD, take_V, DENVER_N, way_N, effort_N, get_V,
- Nearest to business_N: preemption_N, forfeit_N, firstrate_N, debt_N, fiveweek_N, Metallica_N, nowadays_N., sale_N,
- Nearest to per_IN: cent_N, percent_N, rise_V, upped_the_ante_TGRAM, Queen_N., rate_N, share_N, Hoyas_N,
- Average loss at step 82000 : 5.494769379377365
- Average loss at step 84000 : 5.464326262235642
- Average loss at step 86000 : 5.428587373256684
- Average loss at step 88000 : 5.400393069028854
- Average loss at step 90000 : 5.384012233972549
- Nearest to point_N: goal_N, Mixed_A, piano_N, left_N, average_A, first_R, Starring_V, one_CD,
- Nearest to see_V: get_V, I_PRP, go_V, know_V, come_V, But_CC, say_V, It_PRP,
- Nearest to In_IN: But_CC, The_DT, And_CC, This_DT, A_DT, It_PRP, That_DT, There_EX,
- Nearest to New_N: York_N, The_DT, Ressam_N, costcutting_V, Bowen_N, Blyton_N, ferry_V, Geneva_N.,
- Nearest to go_V: get_V, come_V, I_PRP, give_V, see_V, would_MD, well_R, know_V,
- Nearest to come_V: go_V, get_V, give_V, say_V, make_V, take_V, see_V, But_CC,
- Nearest to people_N: child_N, I_PRP, one_CD, tutelage_N, well_R, could_MD, others_N, people_N.,
- Nearest to Mr_N: also_R, But_CC, He_PRP, The_DT, CCA_N, Lufthansa_N, I_PRP, say_V,
- Nearest to case_N: SpiderMan_N, also_R, tractor_N, But_CC, one_CD, The_DT, found_N, ruff_N,
- Nearest to work_N: get_V, well_R, many_A, drag_V, could_MD, would_MD, one_CD, make_V,
- Nearest to another_DT: one_CD, first_R, two_CD, go_V, Katrina_N, My_PRP$, long_R, The_DT,
- Nearest to number_N: one_CD, include_V, Hotspur_N, prompt_V, company_N, ecological_A, large_A, BernersLee_N,
- Nearest to even_R: well_R, likely_A, one_CD, get_V, come_V, give_V, But_CC, go_V,
- Nearest to government_N: also_R, would_MD, official_N, security_N, could_MD, plan_N, public_N, authority_N,
- Nearest to company_N: The_DT, also_R, bank_N, government_N, new_A, use_N, firm_N, handicap_N,
- Nearest to next_A: last_A, two_CD, three_CD, come_V, victory_N, Pixar_N, past_N, four_CD,
- Nearest to last_A: next_A, past_N, two_CD, three_CD, recent_A, four_CD, early_R, six_CD,
- Nearest to one_CD: two_CD, three_CD, many_A, The_DT, come_V, another_DT, get_V, time_N,
- Nearest to They_PRP: He_PRP, But_CC, It_PRP, We_PRP, I_PRP, The_DT, She_PRP, This_DT,
- Nearest to There_EX: But_CC, We_PRP, It_PRP, In_IN, He_PRP, They_PRP, That_DT, This_DT,
- Nearest to since_IN: month_N, last_A, come_V, year_N, second_A, first_R, Kansas_City_Royals_TGRAM, Rebounds_N,
- Nearest to around_IN: best_A, many_A, one_CD, ecommerce_N, Americas_N., Bongo_N, DETROIT_N, people_N,
- Nearest to group_N: also_R, insight_N., The_DT, No_DT, country_N, government_N, InterServices_N, slugger_N,
- Nearest to get_V: go_V, come_V, see_V, I_PRP, give_V, much_A, work_N, take_V,
- Nearest to He_PRP: But_CC, It_PRP, They_PRP, We_PRP, I_PRP, She_PRP, The_DT, And_CC,
- Nearest to high_A: low_A, fell_V, reticence_N, Haber_N, percent_N, Tessa_N, big_A., least_A,
- Nearest to give_V: come_V, get_V, go_V, take_V, make_V, say_V, hold_N, use_V,
- Nearest to part_N: The_DT, found_N, new_A, expect_V, one_CD, recognize_V, revolve_N, also_R,
- Nearest to child_N: people_N, men_N, woman_N, one_CD, family_N, get_V, DemandTec_N, mischievous_A,
- Nearest to help_N: well_R, try_V, way_N, effort_N, take_V, get_V, would_MD, new_A,
- Nearest to business_N: preemption_N, forfeit_N, debt_N, firstrate_N, fiveweek_N, company_N, new_A, nowadays_N.,
- Nearest to per_IN: cent_N, percent_N, Queen_N., rise_V, share_N, upped_the_ante_TGRAM, rate_N, sale_N,
- Average loss at step 92000 : 5.342417683601379
- Average loss at step 94000 : 5.345132653474808
- Average loss at step 96000 : 5.325630663633347
- Average loss at step 98000 : 5.322832925319672
- Average loss at step 100000 : 5.3160241100788115
- Nearest to point_N: goal_N, Mixed_A, piano_N, average_A, left_N, one_CD, game_N, first_R,
- Nearest to see_V: get_V, go_V, know_V, I_PRP, come_V, say_V, But_CC, one_CD,
- Nearest to In_IN: But_CC, The_DT, And_CC, This_DT, A_DT, It_PRP, There_EX, That_DT,
- Nearest to New_N: York_N, The_DT, Ressam_N, City_N, Geneva_N., Bowen_N, costcutting_V, fox_N,
- Nearest to go_V: get_V, come_V, I_PRP, give_V, would_MD, see_V, could_MD, know_V,
- Nearest to come_V: go_V, get_V, give_V, make_V, say_V, one_CD, take_V, But_CC,
- Nearest to people_N: child_N, I_PRP, one_CD, others_N, tutelage_N, people_N., could_MD, many_A,
- Nearest to Mr_N: also_R, But_CC, The_DT, He_PRP, say_V, CCA_N, Lufthansa_N, She_PRP,
- Nearest to case_N: also_R, SpiderMan_N, The_DT, one_CD, found_N, But_CC, refuse_V, many_A,
- Nearest to work_N: get_V, well_R, many_A, also_R, make_V, could_MD, The_DT, drag_V,
- Nearest to another_DT: one_CD, first_R, two_CD, go_V, give_V, long_R, three_CD, My_PRP$,
- Nearest to number_N: one_CD, Hotspur_N, include_V, ecological_A, BernersLee_N, behindthescenes_N, prompt_V, company_N,
- Nearest to even_R: well_R, one_CD, get_V, still_R, likely_A, come_V, go_V, might_MD,
- Nearest to government_N: also_R, official_N, would_MD, security_N, plan_N, authority_N, could_MD, public_N,
- Nearest to company_N: The_DT, also_R, firm_N, government_N, new_A, bank_N, use_N, dotgif_N,
- Nearest to next_A: last_A, two_CD, three_CD, first_R, come_V, past_N, four_CD, victory_N,
- Nearest to last_A: next_A, past_N, three_CD, two_CD, recent_A, four_CD, early_R, six_CD,
- Nearest to one_CD: two_CD, three_CD, many_A, The_DT, come_V, get_V, make_V, also_R,
- Nearest to They_PRP: He_PRP, But_CC, We_PRP, It_PRP, I_PRP, She_PRP, And_CC, This_DT,
- Nearest to There_EX: But_CC, It_PRP, We_PRP, In_IN, They_PRP, He_PRP, And_CC, That_DT,
- Nearest to since_IN: month_N, last_A, come_V, year_N, time_N, second_A, first_R, day_N,
- Nearest to around_IN: best_A, many_A, one_CD, ecommerce_N, Americas_N., Bongo_N, people_N, encounter_N,
- Nearest to group_N: also_R, government_N, insight_N., country_N, No_DT, The_DT, fullness_N, InterServices_N,
- Nearest to get_V: go_V, come_V, give_V, see_V, I_PRP, much_A, make_V, lose_V,
- Nearest to He_PRP: But_CC, They_PRP, It_PRP, We_PRP, She_PRP, I_PRP, And_CC, The_DT,
- Nearest to high_A: low_A, fell_V, reticence_N, percent_N, CERA_N, Haber_N, convention_N., live_A.,
- Nearest to give_V: get_V, come_V, go_V, make_V, take_V, one_CD, hold_N, say_V,
- Nearest to part_N: new_A, found_N, The_DT, expect_V, also_R, one_CD, include_V, revolve_N,
- Nearest to child_N: people_N, men_N, woman_N, one_CD, family_N, young_A, DemandTec_N, work_N,
- Nearest to help_N: well_R, try_V, new_A, effort_N, get_V, way_N, take_V, would_MD,
- Nearest to business_N: preemption_N, forfeit_N, The_DT, company_N, debt_N, fiveweek_N, new_A, firstrate_N,
- Nearest to per_IN: cent_N, percent_N, share_N, rise_V, million_CD, average_A, Queen_N., sale_N,
- Average loss at step 102000 : 5.269090097427368
- Average loss at step 104000 : 5.248635461091995
- Average loss at step 106000 : 5.231096477985382
- Average loss at step 108000 : 5.246747153043747
- Average loss at step 110000 : 5.229064021110535
- Nearest to point_N: goal_N, Mixed_A, piano_N, game_N, play_N, lead_N, average_A, one_CD,
- Nearest to see_V: get_V, know_V, go_V, come_V, say_V, I_PRP, But_CC, want_N,
- Nearest to In_IN: But_CC, And_CC, The_DT, There_EX, This_DT, It_PRP, That_DT, A_DT,
- Nearest to New_N: York_N, Ressam_N, Blyton_N, fox_N, City_N, Bowen_N, Geneva_N., keeper_N,
- Nearest to go_V: get_V, come_V, I_PRP, would_MD, see_V, give_V, well_R, could_MD,
- Nearest to come_V: go_V, get_V, give_V, make_V, take_V, one_CD, say_V, see_V,
- Nearest to people_N: child_N, I_PRP, others_N, one_CD, could_MD, tutelage_N, many_A, woman_N,
- Nearest to Mr_N: also_R, But_CC, He_PRP, The_DT, Lufthansa_N, say_V, CCA_N, Brown_N,
- Nearest to case_N: SpiderMan_N, also_R, one_CD, tractor_N, court_N, found_N, The_DT, refuse_V,
- Nearest to work_N: get_V, well_R, many_A, The_DT, need_N, one_CD, way_N, could_MD,
- Nearest to another_DT: one_CD, first_R, two_CD, long_R, go_V, The_DT, give_V, three_CD,
- Nearest to number_N: one_CD, include_V, ecological_A, prompt_V, Hotspur_N, BernersLee_N, behindthescenes_N, UKFI_N,
- Nearest to even_R: well_R, one_CD, still_R, likely_A, get_V, come_V, go_V, might_MD,
- Nearest to government_N: also_R, official_N, security_N, would_MD, authority_N, plan_N, public_N, could_MD,
- Nearest to company_N: The_DT, firm_N, bank_N, also_R, government_N, new_A, would_MD, use_N,
- Nearest to next_A: last_A, three_CD, two_CD, past_N, first_R, come_V, four_CD, victory_N,
- Nearest to last_A: next_A, past_N, three_CD, two_CD, recent_A, four_CD, early_R, since_IN,
- Nearest to one_CD: two_CD, three_CD, many_A, The_DT, come_V, another_DT, also_R, day_N,
- Nearest to They_PRP: He_PRP, But_CC, We_PRP, It_PRP, I_PRP, She_PRP, And_CC, This_DT,
- Nearest to There_EX: But_CC, It_PRP, We_PRP, In_IN, They_PRP, And_CC, He_PRP, That_DT,
- Nearest to since_IN: month_N, last_A, first_R, year_N, day_N, come_V, second_A, time_N,
- Nearest to around_IN: best_A, many_A, one_CD, ecommerce_N, Bongo_N, blah_N, Americas_N., home_N,
- Nearest to group_N: also_R, country_N, government_N, insight_N., The_DT, leader_N, No_DT, pep_N,
- Nearest to get_V: go_V, come_V, give_V, see_V, much_A, make_V, work_N, put_N,
- Nearest to He_PRP: But_CC, They_PRP, It_PRP, She_PRP, We_PRP, I_PRP, And_CC, The_DT,
- Nearest to high_A: low_A, fell_V, reticence_N, percent_N, live_A., convention_N., Haber_N, big_A.,
- Nearest to give_V: get_V, come_V, go_V, make_V, take_V, include_V, hold_N, say_V,
- Nearest to part_N: new_A, The_DT, include_V, expect_V, recognize_V, found_N, also_R, revolve_N,
- Nearest to child_N: people_N, woman_N, men_N, family_N, young_A, one_CD, mother_N, work_N,
- Nearest to help_N: well_R, try_V, way_N, get_V, new_A, effort_N, hope_N, take_V,
- Nearest to business_N: preemption_N, company_N, forfeit_N, debt_N, new_A, The_DT, operation_N, use_V,
- Nearest to per_IN: cent_N, percent_N, share_N, rise_V, million_CD, average_A, sale_N, Queen_N.,
- Average loss at step 112000 : 5.215249485254287
- Average loss at step 114000 : 5.218388018846512
- Average loss at step 116000 : 5.19117472243309
- Average loss at step 118000 : 5.193261305809021
- Average loss at step 120000 : 5.173700897216797
- Nearest to point_N: goal_N, Mixed_A, game_N, lead_N, average_A, play_N, one_CD, second_A,
- Nearest to see_V: get_V, know_V, go_V, come_V, say_V, I_PRP, want_N, But_CC,
- Nearest to In_IN: But_CC, This_DT, There_EX, And_CC, The_DT, That_DT, It_PRP, A_DT,
- Nearest to New_N: York_N, The_DT, City_N, Ressam_N, Blyton_N, fox_N, Boston_N, dotgif_N,
- Nearest to go_V: get_V, come_V, I_PRP, see_V, well_R, would_MD, could_MD, give_V,
- Nearest to come_V: go_V, get_V, give_V, one_CD, take_V, see_V, make_V, But_CC,
- Nearest to people_N: child_N, I_PRP, others_N, one_CD, many_A, people_N., family_N, woman_N,
- Nearest to Mr_N: also_R, He_PRP, But_CC, The_DT, Lufthansa_N, Brown_N, CCA_N, say_V,
- Nearest to case_N: SpiderMan_N, court_N, also_R, refuse_V, many_A, But_CC, one_CD, tractor_N,
- Nearest to work_N: well_R, get_V, many_A, need_N, still_R, new_A, could_MD, work_V,
- Nearest to another_DT: one_CD, two_CD, first_R, long_R, three_CD, While_IN, big_A, go_V,
- Nearest to number_N: one_CD, ecological_A, large_A, include_V, prompt_V, Hotspur_N, BernersLee_N, behindthescenes_N,
- Nearest to even_R: well_R, still_R, one_CD, likely_A, might_MD, much_A, go_V, get_V,
- Nearest to government_N: official_N, also_R, security_N, authority_N, would_MD, public_N, bank_N, plan_N,
- Nearest to company_N: The_DT, bank_N, also_R, firm_N, government_N, industry_N, would_MD, new_A,
- Nearest to next_A: last_A, three_CD, two_CD, past_N, come_V, first_R, four_CD, later_R,
- Nearest to last_A: next_A, past_N, recent_A, three_CD, four_CD, two_CD, earlier_R, early_R,
- Nearest to one_CD: two_CD, three_CD, another_DT, many_A, four_CD, come_V, day_N, time_N,
- Nearest to They_PRP: He_PRP, But_CC, We_PRP, It_PRP, I_PRP, She_PRP, And_CC, This_DT,
- Nearest to There_EX: But_CC, It_PRP, We_PRP, In_IN, They_PRP, And_CC, He_PRP, That_DT,
- Nearest to since_IN: month_N, last_A, year_N, first_R, come_V, time_N, day_N, July_N,
- Nearest to around_IN: best_A, one_CD, many_A, ecommerce_N, home_N, city_N, blah_N, Bongo_N,
- Nearest to group_N: also_R, country_N, government_N, The_DT, insight_N., leader_N, intensively_R, pep_N,
- Nearest to get_V: go_V, come_V, see_V, give_V, much_A, put_N, I_PRP, lot_N,
- Nearest to He_PRP: They_PRP, But_CC, It_PRP, She_PRP, We_PRP, And_CC, I_PRP, The_DT,
- Nearest to high_A: low_A, fell_V, percent_N, convention_N., reticence_N, level_N, live_A., Duarte_N,
- Nearest to give_V: get_V, come_V, take_V, go_V, make_V, hold_N, include_V, put_N,
- Nearest to part_N: new_A, include_V, The_DT, recognize_V, revolve_N, one_CD, expect_V, control_N,
- Nearest to child_N: people_N, woman_N, men_N, family_N, one_CD, young_A, mother_N, work_N,
- Nearest to help_N: well_R, try_V, way_N, new_A, effort_N, need_N, hope_N, get_V,
- Nearest to business_N: company_N, new_A, preemption_N, The_DT, forfeit_N, use_V, debt_N, product_N,
- Nearest to per_IN: cent_N, percent_N, share_N, rise_V, million_CD, average_A, sale_N, price_N,
- Average loss at step 122000 : 5.159875372409821
- Average loss at step 124000 : 5.171602249979973
- Average loss at step 126000 : 5.174862560510635
- Average loss at step 128000 : 5.165353430271149
- Average loss at step 130000 : 5.163703832387924
- Nearest to point_N: goal_N, Mixed_A, lead_N, game_N, average_A, play_N, one_CD, second_A,
- Nearest to see_V: get_V, go_V, come_V, know_V, say_V, want_N, think_N, give_V,
- Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, That_DT, It_PRP, A_DT, The_DT,
- Nearest to New_N: York_N, City_N, Blyton_N, Boston_N, Ressam_N, dotgif_N, Mbps_N, costcutting_V,
- Nearest to go_V: get_V, come_V, see_V, I_PRP, give_V, would_MD, well_R, know_V,
- Nearest to come_V: go_V, get_V, give_V, see_V, make_V, one_CD, take_V, follow_V,
- Nearest to people_N: child_N, others_N, I_PRP, one_CD, many_A, people_N., family_N, men_N,
- Nearest to Mr_N: also_R, He_PRP, But_CC, The_DT, Brown_N, Lufthansa_N, CCA_N, She_PRP,
- Nearest to case_N: court_N, also_R, SpiderMan_N, scuba_N, refuse_V, tractor_N, one_CD, multitude_N,
- Nearest to work_N: well_R, get_V, many_A, The_DT, need_N, new_A, work_V, still_R,
- Nearest to another_DT: one_CD, two_CD, three_CD, first_R, long_R, come_V, include_V, many_A,
- Nearest to number_N: one_CD, include_V, large_A, ecological_A, prompt_V, many_A, Hotspur_N, BernersLee_N,
- Nearest to even_R: well_R, one_CD, still_R, might_MD, much_A, likely_A, get_V, come_V,
- Nearest to government_N: official_N, also_R, security_N, authority_N, would_MD, public_N, bank_N, plan_N,
- Nearest to company_N: firm_N, bank_N, also_R, The_DT, government_N, business_N, industry_N, use_N,
- Nearest to next_A: last_A, three_CD, past_N, come_V, two_CD, first_R, later_R, four_CD,
- Nearest to last_A: next_A, past_N, three_CD, recent_A, earlier_R, two_CD, early_R, come_V,
- Nearest to one_CD: two_CD, three_CD, another_DT, four_CD, many_A, The_DT, come_V, even_R,
- Nearest to They_PRP: He_PRP, But_CC, We_PRP, It_PRP, I_PRP, She_PRP, And_CC, There_EX,
- Nearest to There_EX: But_CC, It_PRP, We_PRP, In_IN, They_PRP, And_CC, He_PRP, That_DT,
- Nearest to since_IN: month_N, last_A, year_N, come_V, first_R, begin_V, time_N, day_N,
- Nearest to around_IN: one_CD, many_A, best_A, home_N, city_N, ecommerce_N, across_IN, area_N,
- Nearest to group_N: country_N, government_N, also_R, leader_N, insight_N., The_DT, intensively_R, stagehand_N,
- Nearest to get_V: go_V, come_V, give_V, see_V, much_A, put_N, I_PRP, work_N,
- Nearest to He_PRP: They_PRP, But_CC, It_PRP, She_PRP, We_PRP, And_CC, I_PRP, The_DT,
- Nearest to high_A: low_A, fell_V, level_N, live_A., well_R, reticence_N, fault_N., convention_N.,
- Nearest to give_V: get_V, come_V, go_V, take_V, make_V, hold_N, put_N, include_V,
- Nearest to part_N: new_A, include_V, one_CD, The_DT, control_N, Thought_N, also_R, could_MD,
- Nearest to child_N: people_N, woman_N, men_N, family_N, young_A, one_CD, mother_N, work_N,
- Nearest to help_N: well_R, try_V, need_N, way_N, new_A, effort_N, hope_N, take_V,
- Nearest to business_N: company_N, new_A, forfeit_N, preemption_N, product_N, sale_N, customer_N, debt_N,
- Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_V, average_A, price_N, sale_N,
- Average loss at step 132000 : 5.150147731781006
- Average loss at step 134000 : 5.142787446975708
- Average loss at step 136000 : 5.133792692184448
- Average loss at step 138000 : 5.133289539575577
- Average loss at step 140000 : 5.119965399026871
- Nearest to point_N: goal_N, Mixed_A, lead_N, game_N, play_N, average_A, one_CD, second_A,
- Nearest to see_V: get_V, go_V, know_V, come_V, think_N, want_N, say_V, give_V,
- Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, That_DT, It_PRP, The_DT,
- Nearest to New_N: York_N, City_N, Blyton_N, Ressam_N, Boston_N, costcutting_V, Mbps_N, dotgif_N,
- Nearest to go_V: get_V, come_V, see_V, give_V, would_MD, know_V, well_R, I_PRP,
- Nearest to come_V: go_V, get_V, give_V, see_V, make_V, take_V, follow_V, one_CD,
- Nearest to people_N: child_N, others_N, I_PRP, many_A, people_N., family_N, Americans_N, one_CD,
- Nearest to Mr_N: He_PRP, also_R, But_CC, Brown_N, She_PRP, John_N, The_DT, CCA_N,
- Nearest to case_N: court_N, scuba_N, SpiderMan_N, refuse_V, also_R, interferon_N, tractor_N, comment_N,
- Nearest to work_N: well_R, get_V, work_V, need_N, new_A, way_N, many_A, still_R,
- Nearest to another_DT: one_CD, two_CD, three_CD, first_R, long_R, come_V, The_DT, even_R,
- Nearest to number_N: one_CD, large_A, many_A, include_V, ecological_A, prompt_V, BernersLee_N, Hotspur_N,
- Nearest to even_R: well_R, still_R, one_CD, likely_A, much_A, might_MD, go_V, get_V,
- Nearest to government_N: official_N, authority_N, also_R, security_N, bank_N, would_MD, company_N, public_N,
- Nearest to company_N: bank_N, firm_N, also_R, The_DT, business_N, industry_N, government_N, use_N,
- Nearest to next_A: last_A, three_CD, past_N, come_V, two_CD, first_R, four_CD, recent_A,
- Nearest to last_A: next_A, past_N, recent_A, three_CD, earlier_R, Last_A, come_V, two_CD,
- Nearest to one_CD: two_CD, three_CD, another_DT, four_CD, The_DT, many_A, day_N, every_DT,
- Nearest to They_PRP: He_PRP, But_CC, It_PRP, We_PRP, She_PRP, I_PRP, And_CC, If_IN,
- Nearest to There_EX: But_CC, It_PRP, We_PRP, And_CC, In_IN, They_PRP, He_PRP, That_DT,
- Nearest to since_IN: month_N, last_A, year_N, first_R, come_V, time_N, July_N, begin_V,
- Nearest to around_IN: one_CD, many_A, city_N, best_A, home_N, across_IN, area_N, ecommerce_N,
- Nearest to group_N: country_N, also_R, leader_N, government_N, insight_N., many_A, woman_N, member_N,
- Nearest to get_V: go_V, come_V, give_V, see_V, much_A, put_N, know_V, I_PRP,
- Nearest to He_PRP: They_PRP, But_CC, It_PRP, She_PRP, We_PRP, And_CC, I_PRP, There_EX,
- Nearest to high_A: low_A, fell_V, level_N, strong_A, well_R, convention_N., rise_V, live_A.,
- Nearest to give_V: get_V, come_V, go_V, take_V, make_V, put_N, ask_V, include_V,
- Nearest to part_N: new_A, include_V, control_N, one_CD, many_A, Thought_N, recognize_V, also_R,
- Nearest to child_N: people_N, woman_N, men_N, family_N, young_A, mother_N, one_CD, man_N,
- Nearest to help_N: well_R, try_V, need_N, way_N, hope_N, new_A, effort_N, work_N,
- Nearest to business_N: company_N, customer_N, operation_N, sale_N, preemption_N, work_N, forfeit_N, product_N,
- Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_V, average_A, sale_N, price_N,
- Average loss at step 142000 : 5.110562723398209
- Average loss at step 144000 : 5.113371220827102
- Average loss at step 146000 : 5.109754630565643
- Average loss at step 148000 : 5.103493578195572
- Average loss at step 150000 : 5.093467774868011
- Nearest to point_N: goal_N, game_N, lead_N, Mixed_A, play_N, one_CD, second_A, average_A,
- Nearest to see_V: get_V, know_V, go_V, come_V, think_N, want_N, say_V, And_CC,
- Nearest to In_IN: But_CC, This_DT, And_CC, There_EX, A_DT, That_DT, It_PRP, The_DT,
- Nearest to New_N: York_N, City_N, Blyton_N, Boston_N, Ressam_N, The_DT, costcutting_V, Times_N,
- Nearest to go_V: get_V, come_V, see_V, well_R, put_N, would_MD, know_V, still_R,
- Nearest to come_V: go_V, get_V, give_V, see_V, follow_V, make_V, take_V, one_CD,
- Nearest to people_N: child_N, others_N, I_PRP, many_A, one_CD, people_N., Americans_N, men_N,
- Nearest to Mr_N: He_PRP, But_CC, also_R, Brown_N, The_DT, John_N, She_PRP, Lufthansa_N,
- Nearest to case_N: court_N, comment_N, refuse_V, interferon_N, decision_N, scuba_N, tractor_N, SpiderMan_N,
- Nearest to work_N: well_R, get_V, work_V, still_R, new_A, need_N, many_A, way_N,
- Nearest to another_DT: one_CD, two_CD, three_CD, come_V, long_R, first_R, The_DT, still_R,
- Nearest to number_N: one_CD, large_A, many_A, prompt_V, ecological_A, include_V, BernersLee_N, Hotspur_N,
- Nearest to even_R: well_R, still_R, likely_A, one_CD, much_A, might_MD, get_V, go_V,
- Nearest to government_N: official_N, authority_N, also_R, security_N, bank_N, company_N, would_MD, public_N,
- Nearest to company_N: firm_N, bank_N, also_R, business_N, industry_N, The_DT, government_N, UK_N,
- Nearest to next_A: last_A, three_CD, past_N, come_V, two_CD, first_R, four_CD, later_R,
- Nearest to last_A: next_A, past_N, recent_A, earlier_R, three_CD, Last_A, ago_R, four_CD,
- Nearest to one_CD: two_CD, three_CD, four_CD, another_DT, many_A, big_A, still_R, The_DT,
- Nearest to They_PRP: He_PRP, But_CC, We_PRP, It_PRP, She_PRP, And_CC, I_PRP, If_IN,
- Nearest to There_EX: But_CC, It_PRP, And_CC, They_PRP, In_IN, We_PRP, That_DT, He_PRP,
- Nearest to since_IN: last_A, month_N, first_R, year_N, begin_V, time_N, follow_V, come_V,
- Nearest to around_IN: one_CD, many_A, across_IN, best_A, ecommerce_N, area_N, home_N, city_N,
- Nearest to group_N: country_N, also_R, leader_N, government_N, The_DT, many_A, woman_N, member_N,
- Nearest to get_V: go_V, come_V, put_N, give_V, see_V, much_A, work_N, lose_V,
- Nearest to He_PRP: They_PRP, She_PRP, But_CC, It_PRP, We_PRP, And_CC, I_PRP, That_DT,
- Nearest to high_A: low_A, fell_V, level_N, strong_A, rise_V, percent_N, well_R, Haber_N,
- Nearest to give_V: get_V, come_V, take_V, go_V, make_V, ask_V, put_N, allow_V,
- Nearest to part_N: new_A, include_V, one_CD, control_N, country_N, The_DT, recognize_V, Thought_N,
- Nearest to child_N: people_N, woman_N, men_N, family_N, young_A, mother_N, one_CD, work_N,
- Nearest to help_N: try_V, well_R, way_N, need_N, effort_N, new_A, hope_N, use_V,
- Nearest to business_N: company_N, customer_N, operation_N, product_N, sale_N, market_N, new_A, preemption_N,
- Nearest to per_IN: cent_N, percent_N, share_N, million_CD, rise_V, average_A, price_N, sale_N,
- plot saved
- Process finished with exit code 0
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