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Our system addresses lexical fea-ture  sparsity  given  the  small  amount  oftraining data by using an autoencoder net-work to map sparse lexical feature vectorsinto 30 compressed features.   Our analy-sis shows that humans are very poor per-ceivers of intended flirtatiousness, insteadoften projecting their own intended behav-ior onto their interlocutors.1    IntroductionDetecting human social meaning is a difficult taskfor  automatic  conversational  understanding  sys-tems.  One cause of this difficulty is the pervasivedifference between intended social signals and theuptake by the perceiver.  The cues that a speakermay  use  to  attempt  to  signal  a  particular  socialmeaning may not be the cues that the hearer fo-cuses on, leading to misperception.In  order  to  understand  the  impact  of  this  dif-ference between perception and intention, in thispaper we describe machine learning models thatcan detect both the social meaning intended by thespeaker and the social meaning perceived by thehearer.  Automated systems that detect and modelthese differences can lead both to richer sociallyaware  systems  for  conversational  understandingand mo", "prefix": "  \n        \n\n        \n          ", "type": "TextQuoteSelector", "suffix": "re sophisticated analyses of con"}]}], "links": {"json": "https://hypothes.is/api/annotations/AVRBHSMhH9ZO4OKSl3XZ", "html": "https://hypothes.is/a/AVRBHSMhH9ZO4OKSl3XZ", "incontext": "https://hyp.is/AVRBHSMhH9ZO4OKSl3XZ/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "this is stimulating", "created": "2016-04-23T03:15:09.219796+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "user": "acct:wimbo@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRBHSMhH9ZO4OKSl3XZ", "permissions": {"read": ["group:__world__"], "admin": ["acct:wimbo@hypothes.is"], "update": ["acct:wimbo@hypothes.is"], "delete": ["acct:wimbo@hypothes.is"]}}, {"updated": "2016-04-24T00:08:23.724796+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "selector": [{"type": "TextPositionSelector", "end": 1458, "start": 1294}, {"exact": "Our analy-sis shows that humans are very poor per-ceivers of intended flirtatiousness, insteadoften projecting their own intended behav-ior onto their interlocutors", "prefix": "sinto 30 compressed features.   ", "type": "TextQuoteSelector", "suffix": ".1    IntroductionDetecting huma"}]}], "links": {"json": "https://hypothes.is/api/annotations/AVRFmIOqH9ZO4OKSl4BL", "html": "https://hypothes.is/a/AVRFmIOqH9ZO4OKSl4BL", "incontext": "https://hyp.is/AVRFmIOqH9ZO4OKSl4BL/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Unsurprising, but funny nonetheless. ", "created": "2016-04-24T00:08:23.724782+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "user": "acct:gma@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRFmIOqH9ZO4OKSl4BL", "permissions": {"read": ["group:__world__"], "admin": ["acct:gma@hypothes.is"], "update": ["acct:gma@hypothes.is"], "delete": ["acct:gma@hypothes.is"]}}, {"updated": "2016-04-24T00:12:25.725539+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "selector": [{"type": "TextPositionSelector", "end": 10176, "start": 9932}, {"exact": "Collaborative completions, turns where a speakercompletes the utterance begun by the alter,  weredetected by finding sentences for which the firstword  of  the  speaker  was  extremely  predictablefrom the last two words of the previous speaker", "prefix": "board  corpus  of  dialog  acts.", "type": "TextQuoteSelector", "suffix": ",based on a trigram grammar trai"}]}], "links": {"json": "https://hypothes.is/api/annotations/AVRFnDT7H9ZO4OKSl4BO", "html": "https://hypothes.is/a/AVRFnDT7H9ZO4OKSl4BO", "incontext": "https://hyp.is/AVRFnDT7H9ZO4OKSl4BO/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Really cool that NLP technology is able to do this! ", "created": "2016-04-24T00:12:25.725525+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "user": "acct:gma@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRFnDT7H9ZO4OKSl4BO", "permissions": {"read": ["group:__world__"], "admin": ["acct:gma@hypothes.is"], "update": ["acct:gma@hypothes.is"], "delete": ["acct:gma@hypothes.is"]}}, {"updated": "2016-04-24T00:20:47.336732+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "selector": [{"type": "TextPositionSelector", "end": 24087, "start": 23947}, {"exact": "For feature weight extraction we aggregated thefeature  weights  calculated  from  each  of  the  testfolds by taking the mean between them.", "prefix": "methods likelogistic regression.", "type": "TextQuoteSelector", "suffix": "26    ResultsWe report in Table "}]}], "links": {"json": "https://hypothes.is/api/annotations/AVRFo9xlH9ZO4OKSl4BU", "html": "https://hypothes.is/a/AVRFo9xlH9ZO4OKSl4BU", "incontext": "https://hyp.is/AVRFo9xlH9ZO4OKSl4BU/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Heads up - the majority of this article is incredibly dense and not useful/interesting to most readers! 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analyze humanconversations  need  to  be  able  to  extractboth the perceived and the intended socialmeaning.   We  investigate  this  differencebetween intention and perception by usinga spoken corpus of speed-dates in whichboth the speaker and the listener rated thespeaker on flirtatiousness.   Our flirtation-detection system uses prosodic, dialogue,and  lexical  features  to  detect  a  speaker\u2019sintent to flirt with up to 71.5% accuracy,significantly  outperforming  the  baseline,but  also  outperforming  the  human  inter-locuters. 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"http://localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVSAQ5kLFtPwhMO7Dg1M", "html": "https://hypothes.is/a/AVSAQ5kLFtPwhMO7Dg1M", "incontext": "https://hyp.is/AVSAQ3uMFtPwhMO7Dg1L/localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "this is hwo this works", "created": "2016-05-05T09:33:14.379746+00:00", "uri": "http://localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVSAQ3uMFtPwhMO7Dg1L"], "user": "acct:sumitz@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVSAQ5kLFtPwhMO7Dg1M", "permissions": {"read": ["group:__world__"], "admin": ["acct:sumitz@hypothes.is"], "update": ["acct:sumitz@hypothes.is"], "delete": ["acct:sumitz@hypothes.is"]}}, {"updated": "2016-05-05T09:21:03.692835+00:00", "group": "__world__", "target": [{"source": "http://localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVSAOHLMFtPwhMO7Dg0g", "html": "https://hypothes.is/a/AVSAOHLMFtPwhMO7Dg0g", "incontext": "https://hyp.is/AVSAODRKFtPwhMO7Dg0d/localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "nested loops mean loops within loops", "created": "2016-05-05T09:21:03.692820+00:00", "uri": "http://localhost:5000/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVSAODRKFtPwhMO7Dg0d"], "user": "acct:sumitz@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVSAOHLMFtPwhMO7Dg0g", "permissions": {"read": ["group:__world__"], "admin": ["acct:sumitz@hypothes.is"], "update": ["acct:sumitz@hypothes.is"], "delete": ["acct:sumitz@hypothes.is"]}}, {"updated": "2016-04-30T09:32:52.499137+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRmg3eUFtPwhMO7Da4q", "html": "https://hypothes.is/a/AVRmg3eUFtPwhMO7Da4q", "incontext": "https://hyp.is/AVRF6DEXH9ZO4OKSl4Cu/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "is the best work", "created": "2016-04-30T09:32:52.499121+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRF6DEXH9ZO4OKSl4Cu"], "user": "acct:Ronak@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRmg3eUFtPwhMO7Da4q", "permissions": {"read": ["group:__world__"], "admin": ["acct:Ronak@hypothes.is"], "update": ["acct:Ronak@hypothes.is"], "delete": ["acct:Ronak@hypothes.is"]}}, {"updated": "2016-04-29T22:51:19.973228+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRkOB4mFtPwhMO7Dapl", "html": "https://hypothes.is/a/AVRkOB4mFtPwhMO7Dapl", "incontext": "https://hyp.is/AVRkN9rVFtPwhMO7Dapj/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "this makes a longer thread", "created": "2016-04-29T22:51:19.973213+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRkN9rVFtPwhMO7Dapj", "AVRkN_t6FtPwhMO7Dapk"], "user": "acct:sumitz@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRkOB4mFtPwhMO7Dapl", "permissions": {"read": ["group:__world__"], "admin": ["acct:sumitz@hypothes.is"], "update": ["acct:sumitz@hypothes.is"], "delete": ["acct:sumitz@hypothes.is"]}}, {"updated": "2016-04-29T22:51:11.096789+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRkN_t6FtPwhMO7Dapk", "html": "https://hypothes.is/a/AVRkN_t6FtPwhMO7Dapk", "incontext": "https://hyp.is/AVRkN9rVFtPwhMO7Dapj/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "this is a reply to a comment", "created": "2016-04-29T22:51:11.096773+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRkN9rVFtPwhMO7Dapj"], "user": "acct:sumitz@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRkN_t6FtPwhMO7Dapk", "permissions": {"read": ["group:__world__"], "admin": ["acct:sumitz@hypothes.is"], "update": ["acct:sumitz@hypothes.is"], "delete": ["acct:sumitz@hypothes.is"]}}, {"updated": "2016-04-27T07:29:59.958708+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRWn-SQFtPwhMO7DXmP", "html": "https://hypothes.is/a/AVRWn-SQFtPwhMO7DXmP", "incontext": "https://hyp.is/AVRPpZpCH9ZO4OKSl50X/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "tell me about it!", "created": "2016-04-27T07:29:59.958693+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRPpZpCH9ZO4OKSl50X"], "user": "acct:sumitz@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRWn-SQFtPwhMO7DXmP", "permissions": {"read": ["group:__world__"], "admin": ["acct:sumitz@hypothes.is"], "update": ["acct:sumitz@hypothes.is"], "delete": ["acct:sumitz@hypothes.is"]}}, {"updated": "2016-04-26T01:36:34.741071+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRQNfezH9ZO4OKSl6Jx", "html": "https://hypothes.is/a/AVRQNfezH9ZO4OKSl6Jx", "incontext": "https://hyp.is/AVRFprYQH9ZO4OKSl4BY/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Yeah, it seems unfortunate", "created": "2016-04-26T01:36:34.741054+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRFprYQH9ZO4OKSl4BY"], "user": "acct:mulanhe@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRQNfezH9ZO4OKSl6Jx", "permissions": {"read": ["group:__world__"], "admin": ["acct:mulanhe@hypothes.is"], "update": ["acct:mulanhe@hypothes.is"], "delete": ["acct:mulanhe@hypothes.is"]}}, {"updated": "2016-04-24T23:10:11.495105+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRKiZYjH9ZO4OKSl4rr", "html": "https://hypothes.is/a/AVRKiZYjH9ZO4OKSl4rr", "incontext": "https://hyp.is/AVRBHSMhH9ZO4OKSl3XZ/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Fascinating!", "created": "2016-04-24T23:10:11.495089+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRBHSMhH9ZO4OKSl3XZ"], "user": "acct:agraffy@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRKiZYjH9ZO4OKSl4rr", "permissions": {"read": ["group:__world__"], "admin": ["acct:agraffy@hypothes.is"], "update": ["acct:agraffy@hypothes.is"], "delete": ["acct:agraffy@hypothes.is"]}}, {"updated": "2016-04-24T01:29:41.114855+00:00", "group": "__world__", "target": [{"source": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVRF4u_7H9ZO4OKSl4Ci", "html": "https://hypothes.is/a/AVRF4u_7H9ZO4OKSl4Ci", "incontext": "https://hyp.is/AVRFo9xlH9ZO4OKSl4BU/sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "Thanks for the heads up!", "created": "2016-04-24T01:29:41.114839+00:00", "uri": "http://sumitz.pythonanywhere.com/static/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVRFo9xlH9ZO4OKSl4BU"], "user": "acct:crowdworker11201@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVRF4u_7H9ZO4OKSl4Ci", "permissions": {"read": ["group:__world__"], "admin": ["acct:crowdworker11201@hypothes.is"], "update": ["acct:crowdworker11201@hypothes.is"], "delete": ["acct:crowdworker11201@hypothes.is"]}}, {"updated": "2016-02-05T05:07:25.429212+00:00", "group": "__world__", "target": 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"2016-02-03T15:05:15.306661+00:00", "group": "__world__", "target": [{"source": "http://pillar.frontendfactory.com/pdf.js-hypothes.is/viewer/web/compressed.tracemonkey-pldi-09.pdf"}], "links": {"json": "https://hypothes.is/api/annotations/AVKnqoEivTW_3w8Lys3Z", "html": "https://hypothes.is/a/AVKnqoEivTW_3w8Lys3Z", "incontext": "https://hyp.is/AVKnmZ6VvTW_3w8Lys2c/pillar.frontendfactory.com/pdf.js-hypothes.is/viewer/web/compressed.tracemonkey-pldi-09.pdf"}, "tags": [], "text": "\u0437\u0434\u0440\u0430\u0441\u0442\u0438\u0438\u0438\u0438", "created": "2016-02-03T15:05:15.306645+00:00", "uri": "http://pillar.frontendfactory.com/pdf.js-hypothes.is/viewer/web/compressed.tracemonkey-pldi-09.pdf", "flagged": false, "references": ["AVKnmZ6VvTW_3w8Lys2c"], "user": "acct:karaivanov87@hypothes.is", "hidden": false, "document": {"title": ["replacement prod.pdf"]}, "id": "AVKnqoEivTW_3w8Lys3Z", "permissions": {"read": ["group:__world__"], "admin": ["acct:karaivanov87@hypothes.is"], "update": 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