{"id":3771,"date":"2017-11-04T01:00:00","date_gmt":"2017-11-03T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T07:58:42","modified_gmt":"2018-12-05T23:58:42","slug":"%e6%9c%80%e6%96%b0%e6%b5%b7%e9%87%8f%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%9a%e9%98%85%e8%af%bb%e7%90%86%e8%a7%a3%e3%80%81%e5%af%b9%e8%af%9d%e4%b8%8e%e8%87%aa%e5%8a%a8%e6%91%98%e8%a6%81%e7%ad%89nlp","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=3771","title":{"rendered":"\u6700\u65b0\u6d77\u91cf\u6570\u636e\u96c6\uff1a\u9605\u8bfb\u7406\u89e3\u3001\u5bf9\u8bdd\u4e0e\u81ea\u52a8\u6458\u8981\u7b49NLP\u4efb\u52a1\u96c6\u9526"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p ><img     style=\"\" class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231826.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u4eca\u5929\u60f3\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u8fd1\u671f\u770b\u5230\u7684\u6bd4\u8f83\u65b0\u9896\u7684\u6570\u636e\u96c6\u3002\u968f\u7740\u5f88\u591a\u57fa\u7840\u8bbe\u7f6e\u4e0b\u7684\u7b80\u5355\u95ee\u9898\u88ab\u89e3\u51b3\uff0c\u60f3\u8981\u53bb\u68c0\u9a8c\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u5177\u6709\u66f4\u5f3a\u7684\u80fd\u529b\uff0c\u5c31\u9700\u8981\u66f4\u597d\u7684\u66f4\u590d\u6742\u7684\u6570\u636e\u96c6\u505a\u652f\u6301\u3002\u7531\u6b64\uff0c\u8bb8\u591a\u7814\u7a76\u8005\u901a\u8fc7\u5404\u79cd\u65b9\u6cd5\u722c\u53d6\u3001\u6784\u9020\u4e86\u4e00\u4e9b\u9ad8\u8d28\u91cf\u4e14\u6709\u65b0\u610f\u7684\u6570\u636e\u96c6\u3002\u4eca\u5929\u60f3\u5206\u4eab\u7684\u6db5\u76d6\u4e86\u8bb8\u591a\u70ed\u95e8\u9886\u57df\uff1a\u9605\u8bfb\u7406\u89e3\u3001\u5bf9\u8bdd\u7cfb\u7edf\u3001\u65b0\u95fb\u6458\u8981\u7b49\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<blockquote>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li>\n<p><span style=\"font-size: 15px;\">&nbsp;Johannes Welbl, Pontus Stenetorp, Sebastian Riedel. &#8220;<strong>Constructing Datasets for Multi-hop Reading Comprehension Across Documents<\/strong>&#8220;. arXiv preprint 2017.<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Mandar Joshi, Eunsol Choi, Daniel Weld, Luke Zettlemoyer. &#8220;<strong>TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension<\/strong>&#8220;. ACL 2017.<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Yanran Li, Hui Su, Xiaoyu Shen, Wenjie Li, Ziqiang Cao, and Shuzi Niu. &#8220;<strong>DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset<\/strong>&#8220;. IJCNLP 2017.<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman. &#8220;<strong>Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems<\/strong>&#8220;. SIGDIAL 2017.<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma. &#8220;<strong>A Frame Tracking Model for Memory-Enhanced Dialogue Systems<\/strong>&#8220;. arXiv preprint 2017.<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Shereen Oraby, Vrindavan Harrison, Lena Reed, Ernesto Hernandez, Ellen Riloff, Marilyn Walker. &#8220;<strong>Creating and Characterizing a Diverse Corpus of Sarcasm in Dialogue<\/strong>&#8220;. SIGDIAL 2016.<br  \/><\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Piji Li, Lidong Bing, Wai Lam. &#8220;<strong>Reader-Aware Multi-Document Summarization: An Enhanced Model and The First Dataset<\/strong>&#8220;. Proceedings of the EMNLP 2017 Workshop on New Frontiers in Summarization (EMNLP-NewSum&#8217;17).<\/span><\/p>\n<\/li>\n<\/ol>\n<\/blockquote>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/span><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;WikiHop &amp;MedHop<\/strong><\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px;\"><\/span><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u7b2c\u4e00\u4e2a\u8981\u5206\u4eab\u7684\u662f\u4e00\u7bc7\u591a\u8f6e\/\u7ea7\u63a8\u7406\u9605\u8bfb\u7406\u89e3\u6570\u636e\u96c6\u7684\u8bba\u6587\uff08Multi-hop Reading Comprehension\uff09[1]\u3002<strong><span style=\"font-size: 15px;color: rgb(122, 68, 66);\">\u8fd9\u4e2a\u9879\u76ee\u540d\u53eb QAngaroo\uff0c\u5e76\u4e14\u5728\u8bba\u6587\u4e2d\u901a\u8fc7\u540c\u6837\u7684\u65b9\u6cd5\u6784\u9020\u4e86\u4e24\u4e2a\u591a\u8f6e\u63a8\u7406\u9605\u8bfb\u7406\u89e3\u6570\u636e\u96c6\uff0c\u4e00\u4e2a\u53eb WikiHop \u4e00\u4e2a\u53eb MedHop<\/span><\/strong>\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u4ee5 WikiHop \u4e3a\u4f8b\u3002\u73b0\u6709\u7684\u5927\u90e8\u5206 RC \u6570\u636e\u96c6\u7ecf\u5e38\u53ea\u9700\u8981\u5229\u7528\u5c40\u90e8\u4fe1\u606f\u5339\u914d\uff08\u95ee\u9898\u4e2d\u7684\u8bcd\u548c\u539f\u59cb\u6587\u6863\u4e2d\u7684\u8bcd\uff09\u5c31\u53ef\u4ee5\u627e\u5230\u51c6\u786e\u7b54\u6848\u3002\u8fd9\u6837\u7684\u6570\u636e\u96c6\u5176\u5b9e\u5bf9\u4e8e\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8981\u6c42\u5f88\u4f4e\u3002\u4e3a\u4e86\u6d4b\u8bd5\u63a8\u7406\u80fd\u529b\uff08multi-step inference\uff09\uff0c\u4ee5 Wikipedia \u6587\u7ae0\u4e3a\u4f8b\uff0c\u5f88\u591a\u65f6\u5019\u4e3a\u4e86\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff0c\u53ef\u80fd\u9700\u8981\u7efc\u5408\u591a\u7bc7\u6587\u6863\u4e2d\u7684\u4fe1\u606f\uff08evidence piece\uff09\u6765\u5f97\u5230\u4e00\u4e2a\u6700\u7ec8\u7b54\u6848\u3002\u770b\u8bba\u6587\u4e2d\u7ed9\u51fa\u7684\u4f8b\u5b50\uff1a<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231826.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u8fd9\u7bc7\u8bba\u6587\u4e0d\u4ec5\u7ed9\u51fa\u4e86\u57fa\u4e8e\u4e8c\u90e8\u56fe\u7684\u6784\u9020\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u8fd8\u5728\u6784\u9020\u4e86\u6700\u521d\u7684\u539f\u59cb\u6570\u636e\u540e\uff0c\u8fdb\u884c\u4e86\u91cd\u91c7\u6837\uff0c\u4ece\u800c\u51cf\u7f13\u6570\u636e\u96c6\u7684\u504f\u89c1\uff08bias\uff09\u3002\u4ed6\u4eec\u8fd8\u5c06\u73b0\u6709\u7684\u4e00\u4e9b\u6bd4\u8f83\u5e38\u7528\u7684 RC \u6a21\u578b\u5728\u81ea\u5df1\u65b0\u5236\u4f5c\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u6d4b\uff0c\u53d1\u73b0\u54ea\u6015\u662f\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684 RC \u6a21\u578b\u4e5f\u53ea\u80fd\u8fbe\u5230 42.9% \u7684\u6b63\u786e\u7387\uff0c\u800c\u4eba\u7c7b\u5219\u53ef\u4ee5\u8fbe\u5230 74%\u3002\u4e5f\u56e0\u6b64\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u73b0\u6709\u7684\u6a21\u578b\u8fd8\u6709\u5f88\u5927\u63d0\u5347\u7a7a\u95f4\u3002<\/span><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">TriviaQA<\/strong><\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section style=\"background-color: rgb(255, 255, 255);box-sizing: border-box;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px;\">\u53e6\u4e00\u4efd\u591a\u8f6e\u63a8\u7406\u7684\u9605\u8bfb\u7406\u89e3\u6570\u636e\u96c6\u6765\u81ea ACL 2017 \u7684\u5de5\u4f5c[2]\u3002<strong><span style=\"font-size: 15px;color: rgb(122, 68, 66);\">\u8fd9\u7bc7\u5de5\u4f5c\u4e2d\u63d0\u51fa\u7684\u6570\u636e\u96c6\u53eb\u505a TriviaQA\uff0c\u5b83\u4e3b\u8981\u6709\u4ee5\u4e0b\u4e09\u5927\u7279\u70b9\uff1a<\/span><\/strong>\uff081\uff09\u6570\u636e\u96c6\u4e2d\u7684\u6587\u672c\u7684\u53e5\u6cd5\u6bd4\u8f83\u590d\u6742\uff0c\u9700\u8981\u5f88\u591a\u590d\u5408\u4fe1\u606f\uff1b\uff082\uff09\u6570\u636e\u96c6\u4e2d\u7684\u6587\u672c\u7684\u8bed\u6cd5\u548c\u7528\u8bcd\u4e5f\u6bd4\u8f83\u590d\u6742\uff0c\u7b80\u5355\u7684\u6587\u672c\u5339\u914d\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5931\u6548\uff1b\uff083\uff09\u6570\u636e\u96c6\u4e2d\u7684\u4fe1\u606f\u5e38\u5e38\u8de8\u8fc7\u591a\u53e5\uff0c\u4e3a\u4e86\u5f97\u5230\u7b54\u6848\u9700\u8981\u591a\u7ea7\u63a8\u7406\uff08cross sentences\uff09\u3002\u4e5f\u56e0\u6b64\uff0c\u5b83\u548c\u4e0a\u6587\u7684 WikiHop \u7684\u533a\u522b\u8fd8\u662f\u6bd4\u8f83\u660e\u663e\u7684\u3002\u4e00\u4e2a\u662f\u8de8\u6587\u6863\u63a8\u7406\uff0c\u4e00\u4e2a\u662f\u8de8\u53e5\u63a8\u7406\u3002\u4e00\u4e2a\u662f\u7b80\u5355\u7684\u95ee\u9898\uff08query\uff09\uff0c\u4e00\u4e2a\u662f\u590d\u6742\u7684\u53e5\u6cd5\u3002\u6765\u770b\u4e00\u4e2a TriviaQA \u7684\u4f8b\u5b50\uff1a<\/span><\/p>\n<p><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231826.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\"><\/span><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4ed6\u4eec\u8fd8\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6a2a\u5411\u5bf9\u6bd4\u51e0\u5927 RC \u6570\u636e\u96c6\u7684\u8868\u683c\u3002\u7531\u6b64\u53ef\u89c1\uff0c\u4ed6\u4eec\u975e\u5e38\u5728\u610f\u80fd\u5426\u6709\u6bd4\u8f83\u5f3a\u7684 Evidence Excerpt\u3002<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231826.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u6700\u540e\uff0c\u548c WikiHop \u4e00\u6837\u3002\u73b0\u6709\u7684 RC \u6a21\u578b\u5728 TriviaQA \u4e0a\u8868\u73b0\u5e76\u4e0d\u4f73\uff0c\u5927\u6982\u4e5f\u662f 40% \u548c 80%\uff08\u4eba\u7c7b\u8868\u73b0\uff09\u7684\u5dee\u8ddd\uff0c\u8fd8\u6709\u5f88\u5927\u63d0\u5347\u7a7a\u95f4\u3002<\/span><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">DailyDialog<\/strong><\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section style=\"background-color: rgb(255, 255, 255);box-sizing: border-box;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px;\">\u5206\u4eab\u5b8c\u4e24\u7bc7\u9605\u8bfb\u7406\u89e3\u7684\u6570\u636e\u96c6\uff0c\u6765\u770b\u770b\u540c\u6837\u5f88\u706b\u7684\u804a\u5929\u5bf9\u8bdd\u7684\u6570\u636e\u96c6\u3002<strong><span style=\"font-size: 15px;color: rgb(122, 68, 66);\">\u8fd9\u7bc7\u8bba\u6587[3] \u4e2d\u7ed9\u51fa\u4e86\u4e00\u4e2a\u9488\u5bf9\u65e5\u5e38\u804a\u5929\u573a\u666f\u7684\u591a\u8f6e\u5bf9\u8bdd\u6570\u636e\u96c6 DailyDialog\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u73b0\u5728\u5df2\u6709\u7684\u5bf9\u8bdd\u6570\u636e\u96c6\u5f88\u591a\u5e76\u975e\u6e90\u81ea\u771f\u6b63\u7684\u5bf9\u8bdd<\/span><\/strong>\uff0c\u6bd4\u5982\u4e3b\u6d41\u7684\u6709\u6765\u81ea\u5fae\u535a\u548c Twitter \u8fd9\u79cd\u793e\u4ea4\u7f51\u7edc\u7684 post-reply pair\uff0c\u4e5f\u6709\u6765\u81ea\u7535\u5f71\u53f0\u8bcd\u7684\u3002\u524d\u8005\u5f80\u5f80\u4f1a\u63ba\u6742\u5f88\u591a\u975e\u6b63\u5f0f\u7684\u7f29\u5199\u4e0e\u7f51\u7edc\u7528\u8bed\uff0c\u800c\u4e14\u4e5f\u4f1a\u6709\u4fe1\u606f\u6b8b\u7f3a\u7684\u95ee\u9898\uff1b\u540e\u8005\u4e2d\u7684\u53f0\u8bcd\u5f80\u5f80\u8fc7\u77ed\uff0c\u53f0\u8bcd\u8f6e\u6570\u8fc7\u591a\uff0c\u5bfc\u81f4\u6a21\u578b\u8bad\u7ec3\u4e0d\u591f\u597d\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u4e3a\u4e86\u6316\u6398\u66f4\u597d\u7684\u80fd\u670d\u52a1\u4e8e\u65e5\u5e38\u6c9f\u901a\u7684\u5bf9\u8bdd\u6a21\u578b\uff0c\u4f5c\u8005\u901a\u8fc7\u722c\u53d6\u82f1\u8bed\u53e3\u8bed\u5bf9\u8bdd\u7f51\u7ad9\u6784\u9020\u4e86 DailyDialog \u8fd9\u4e2a\u6570\u636e\u96c6\u3002\u56e0\u4e3a\u662f\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u5bf9\u8bdd\uff0c\u6240\u4ee5\u5bf9\u8bdd\u6db5\u76d6\u4e86\u5f88\u591a\u60c5\u611f\u4fe1\u606f\uff0c\u4e5f\u6709\u5f88\u591a\u6bd4\u8f83\u81ea\u7136\u7684\u5bf9\u8bdd\u6a21\u5f0f\u3002\u53ef\u4ee5\u770b\u4e00\u4e2a\u4f5c\u8005\u7ed9\u51fa\u7684\u4f8b\u5b50\uff1a<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231826-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u5728\u4e0a\u9762\u7684\u4f8b\u5b50\u4e2d\uff0c\u7d2b\u8272\u52a0\u4e0b\u5212\u7ebf\u7684\u8bcd\u6709\u6bd4\u8f83\u660e\u663e\u7684\u60c5\u611f\u503e\u5411\u3002\u53ef\u4ee5\u770b\u5230\u5bf9\u8bdd\u4e2d\uff0cA \u5148\u662f\u6bd4\u8f83\u82e6\u607c\uff0c\u540e\u5728 B \u7684\u5bbd\u6170\u548c\u5f00\u5bfc\u4e0b\u6709\u4e86\u4e00\u4e9b\u8f6c\u53d8\u3002\u4ece B \u7684\u8bdd\u8bed\u4e2d\u4e5f\u53ef\u4ee5\u770b\u5230\uff0cB \u80fd\u4e3b\u52a8\u8be2\u95ee A \u4e3a\u4ec0\u4e48\u82e6\u607c\uff0c\u4ee5\u53ca\u7ed9 A \u63d0\u4f9b\u4e00\u4e9b\u5efa\u8bae\uff08\u659c\u4f53\u5b57\uff09\u3002\u800c\u8fd9\u4e9b\u5efa\u8bae\u5f80\u5f80\u6db5\u76d6\u7740\u65b0\u7684\u4fe1\u606f\uff0c\u4e5f\u662f\u6211\u4eec\u65e5\u5e38\u5bf9\u8bdd\u4e2d\u80fd\u589e\u8fdb\u4e92\u52a8\u7684\u4e00\u79cd\u8868\u8fbe\u65b9\u5f0f\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"color: rgb(122, 68, 66);\"><strong><span style=\"font-size: 15px;\">\u4e3a\u4e86\u8ba9\u6a21\u578b\u80fd\u66f4\u597d\u5730\u5b66\u4e60\u8fd9\u4e9b\u65e5\u5e38\u5bf9\u8bdd\u4e2d\u7684\u7279\u5f81\uff0c\u4f5c\u8005\u5c06\u722c\u53d6\u7684\u8bed\u6599\u8fdb\u884c\u4e86\u4eba\u5de5\u6807\u6ce8\u3002\u6bcf\u4e00\u4e2a\u5bf9\u8bdd\u4e2d\u7684\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\uff08utterance turn\uff09\u90fd\u6807\u6ce8\u6709 dialog act \u548c emotion \u4e24\u79cd\u4fe1\u606f\u3002<\/span><\/strong><\/span><span style=\"font-size: 15px;\">\u8fd9\u4e5f\u53ef\u4ee5\u8bf4\u662f\u6bd4\u8f83\u5c11\u89c1\u7684\u5728\u5bf9\u8bdd\u8bed\u6599\u4e2d\u540c\u65f6\u542b\u6709\u8fd9\u4e24\u7c7b\u4fe1\u606f\u7684\u6570\u636e\u4e86\u3002\u4ee5\u4e0b\u5c31\u662f\u8fd9\u4efd\u6570\u636e\u7684\u4e00\u4e9b\u7b80\u5355\u7edf\u8ba1\uff1a<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231826.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/span><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span style=\"font-size: 16px;\">Frame<\/span><\/strong><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section style=\"background-color: rgb(255, 255, 255);box-sizing: border-box;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;\"><span style=\"font-size: 15px;\">\u7ee7\u7eed\u8bf4\u5bf9\u8bdd\u7684\u6570\u636e\u96c6\u3002\u521a\u624d\u7684 DailyDialog[3] \u4e3b\u8981\u9488\u5bf9\u7684\u8fd8\u662f\u6bd4\u8f83\u504f\u95f2\u804a\uff08chit-chat\uff09\u7684\u5bf9\u8bdd\u8bed\u6599\uff08\u5176\u4e2d\u4e5f\u6709\u4e00\u4e9b task-oriented \u7684\uff0c\u4f46\u6bd4\u8f83\u5c11\u4e14\u4e0d\u5178\u578b\uff09\u3002\u4e0b\u9762\u8981\u4ecb\u7ecd\u7684\u8fd9\u4efd\u8bed\u6599 Frame\uff0c\u6765\u81ea Maluuba \u56e2\u961f[4][5] \u5219\u4e3b\u8981\u662f\u9488\u5bf9 task-oriented \u4e5f\u5c31\u662f\u4efb\u52a1\u5bfc\u5411\u578b\u5bf9\u8bdd\u7684\u65b0\u8bed\u6599\u548c\u65b0\u4efb\u52a1\u3002<\/span><\/p>\n<p style=\"text-align: left;\"><br  \/><\/p>\n<p style=\"text-align: left;\"><span style=\"color: rgb(122, 68, 66);\"><strong><span style=\"font-size: 15px;\">Frame \u8fd9\u4e2a\u6570\u636e\u96c6\u4e4b\u6240\u4ee5\u53eb\u8fd9\u4e2a\u540d\u5b57\uff0c\u4e3b\u8981\u662f\u5176\u8bba\u6587\u4e2d[4]\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u4efb\u52a1\uff0c\u53eb Frame Tracking\u3002\u533a\u522b\u4e8e\u4f20\u7edf\u4efb\u52a1\u5bfc\u5411\u578b\u5bf9\u8bdd\u4e2d\u7684 Dialogue State Tracking\uff08DST\uff09\u662f\u4ee5\u6bcf\u4e2a\u5bf9\u8bdd\u8f6e\uff08turn\uff09\u4e3a\u7c92\u5ea6\uff0cFrame \u76f8\u5f53\u4e8e\u5c06\u5bf9\u8bdd\u5207\u5272\u6210\u4e86\u66f4\u5927\u66f4\u7c97\u7c92\u5ea6\u7684\u4e00\u4e2a\u4e2a\u5c0f\u76ee\u6807\u3002<\/span><\/strong><\/span><span style=\"font-size: 15px;\">\u4ee5\u4e00\u4e2a\u4f8b\u5b50\u6765\u8bf4\u660e\uff0c\u6bd4\u5982\u6211\u4eec\u5728\u5b9a\u5236\u4e00\u6b21\u65c5\u884c\u8ba1\u5212\u7684\u65f6\u5019\uff0c\u5f80\u5f80\u4f1a\u5f88\u5411\u5bf9\u6bd4\u5f88\u591a\u4e2a\u76ee\u6807\uff08\u9152\u5e97\u3001\u673a\u7968\u3001\u57ce\u5e02\u7ec4\u5408\u7b49\uff09\uff0c\u8fd9\u4e9b\u6a2a\u5411\u5bf9\u6bd4\u7684\u5c0f\u76ee\u6807\u53ef\u80fd\u662f\u5728\u51e0\u4e2a\u5bf9\u8bdd\u8f6e\u4e2d\u90fd\u63d0\u5230\u7684\uff0c\u53c8\u53ef\u80fd\u5728\u5bf9\u8bdd\u8fdb\u884c\u5230\u540e\u9762\u7684\u65f6\u5019\u91cd\u65b0\u88ab\u63d0\u8d77\uff08\u6bd4\u5982\u505a\u6a2a\u5411\u6bd4\u8f83\u7684\u65f6\u5019\uff09\uff0c\u90a3\u4e48\u8fd9\u4e9b\u65f6\u5019\u5c31\u4f1a\u6d89\u53ca\u5230 frame refering \u7684\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 15px;\"><\/span><br  \/><\/p>\n<div class=\"post-image\"><img    style=\"\" class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p><span style=\"font-size: 15px;\">\u4e0a\u56fe\u662f\u4e00\u4e2a\u5bf9\u8bdd\u6848\u4f8b\u3002\u53ef\u4ee5\u770b\u5230\u6574\u4e2a\u5bf9\u8bdd\u4e2d\uff0c\u5171\u6784\u6210\u4e86\u4e24\u4e2a frame\uff0c\u57fa\u672c\u53ef\u4ee5\u8ba4\u4e3a\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u65c5\u884c\u8ba1\u5212\u3002\u800c\u5bf9\u8bdd\u7684\u4efb\u52a1\u8bf7\u5bf9\u8bdd\u7cfb\u7edf\u5e2e\u5fd9\u5224\u65ad\u54ea\u4e2a\u65c5\u884c\u8ba1\u5212\u66f4\u4f18\u3002\u90a3\u4e48\u8fd9\u4e2a\u66f4\u4f18\u5c31\u548c\u4f20\u7edf\u7684\u4efb\u52a1\u5bfc\u5411\u578b\u5bf9\u8bdd\u5f88\u76f8\u5173\uff0c\u56e0\u4e3a\u4e5f\u6d89\u53ca\u4e86\u5f88\u591a\u7528\u6237\u7ea6\u675f\uff08\u6bd4\u5982\u54ea\u5929\u51fa\u884c\uff0c\u6bd4\u5982\u4ef7\u683c\u8303\u56f4\u7b49\uff09\u3002\u6240\u4ee5\u8bf4 frame tracking \u8fd9\u4e2a\u4efb\u52a1\u4e2d\u7684 frame \u51e0\u4e4e DST \u4efb\u52a1\u4e2d\u7684 semantic frame \u7684\u4e00\u4e2a\u8d85\u96c6\uff08\u6709\u4e00\u70b9\u70b9\u4f8b\u5916\uff0c\u8be6\u7ec6\u8bf7\u770b\u8bba\u6587\uff09\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u5728\u8bba\u6587[4] \u4e2d\uff0cFrame tracking \u8fd9\u4e2a\u4efb\u52a1\u662f\u8fd9\u6837\u5b9a\u4e49\u7684\uff1a\u5df2\u77e5\u7528\u6237\u8bf4\u7684\u6bcf\u53e5\u8bdd\uff0c\u5e76\u4e14\u6bcf\u53e5\u8bdd\u6709 dialogue acts\uff0cslot typles\uff0cslot values \u8fd9\u4e9b\u6807\u7b7e\uff0c\u8bf7\u5c06\u6bcf\u4e2a dialogue act \u76f8\u5e94\u7684\u8bdd\u8fdb\u884c\u5206\u7c7b\uff0c\u5bf9\u5e94\u5230\u5176\u6b63\u5728\u8ba8\u8bba\u7684 frame\u3002\u5982\u679c\u5bf9\u4e8e\u8fd9\u4e2a\u4efb\u52a1\u8fd8\u662f\u4e0d\u597d\u7406\u89e3\uff0c\u5219\u53ef\u4ee5\u770b\u8bba\u6587[5] \u4e2d\u5bf9\u8fd9\u4e2a\u4efb\u52a1\u7684\u6570\u636e\u8fdb\u884c\u7684\u4e00\u4e9b\u5206\u6790\uff0c\u91cc\u9762\u7ed9\u51fa\u4e86\u4e00\u4e9b frame \u53d8\u5316\u7684\u573a\u666f\u548c\u6848\u4f8b\u3002<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231827-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/span><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">Creating and Characterizing a Diverse Corpus of Sarcasm in Dialogue<\/strong><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section style=\"background-color: rgb(255, 255, 255);box-sizing: border-box;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<p><span style=\"color: rgb(122, 68, 66);\"><strong><span style=\"font-size: 15px;\">\u4e0b\u9762\u8981\u5206\u4eab\u7684\u8fd9\u4e2a\u8bed\u6599\u6709\u4e00\u70b9\u7279\u522b\uff0c\u867d\u7136\u4e5f\u662f\u5bf9\u8bdd\u8bed\u6599\uff0c\u4f46\u662f\u662f\u9488\u5bf9\u5bf9\u8bdd\u4e2d\u7684\u8bbd\u523a\u8bed\u73b0\u8c61\u7684[6]<\/span><\/strong><\/span><span style=\"font-size: 15px;\">\u3002<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u5728\u8fd9\u4efd\u8bed\u6599\u4e2d\uff0c\u4f5c\u8005\u7ed9\u51fa\u4e86\u4e3b\u8981\u56db\u79cd\u6570\u636e\uff1a\u4e00\u822c\u5f62\u5f0f\u7684\u8bbd\u523a\u8bed\uff08general\uff09\u3001\u6bd4\u55bb\u578b\u7684\u8bbd\u523a\uff08rhetorical questions\uff09\u3001\u5938\u5f20\u578b\u7684\u8bbd\u523a\uff08hyperbole\uff09\uff0c\u548c\u975e\u8bbd\u523a\u8bed\uff08\u8d1f\u6837\u672c\uff09\u3002<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u4e3a\u4e86\u8868\u793a\u81ea\u5df1\u7684\u6807\u6ce8\u8d28\u91cf\u5f88\u9ad8\uff0c\u4f5c\u8005\u4e5f\u7ed9\u51fa\u4e86\u4e00\u4e9b\u7279\u5f81\u548c\u6709\u76d1\u7763\u7684\u8bad\u7ec3\u6a21\u578b\u6765\u68c0\u9a8c\u3002\u5e76\u6839\u636e\u8fd9\u4e9b\u7279\u5f81\u7ed9\u51fa\u4e86\u4e00\u4e9b\u8bbd\u523a\u8bed\u7684\u8bed\u8a00\u73b0\u8c61\u5206\u6790\u3002\u5bf9\u4e8e\u8fd9\u65b9\u9762\u611f\u5174\u8da3\u7684\u540c\u5b66\u8fd8\u662f\u5f88\u503c\u5f97\u770b\u4e00\u4e0b\u8fd9\u4efd\u8bed\u6599\u7684\u3002\u6bd4\u5982\u8bf4\uff0c\u4ee5\u4e0b\u8fd9\u4e9b\u8bcd\u5c31\u662f\u5f88\u5f3a\u70c8\u7684\u8bbd\u523a\u8bed\u63d0\u793a\u8bcd\uff1a<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section style=\"background-color: rgb(255, 255, 255);box-sizing: border-box;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p>&nbsp;Reader-Aware Multi-Document Summarization\uff08RA-MDS\uff09<\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;box-sizing: border-box;\"><br  \/><\/p>\n<\/section>\n<\/section>\n<p><span style=\"color: rgb(122, 68, 66);\"><strong><span style=\"font-size: 15px;\">\u6700\u540e\u8981\u5206\u4eab\u7684\u6570\u636e\u96c6\u4e5f\u7ed9\u51fa\u4e86\u4e00\u4e2a\u65b0\u4efb\u52a1\uff0c\u53eb\u505a Reader-Aware Multi-Document Summarization\uff08RA-MDS\uff09[7]\u3002\u6587\u7ae0\u6307\u51fa\uff0c\u5728\u505a\u65b0\u95fb\u6458\u8981\u7684\u65f6\u5019\uff0c\u8bfb\u8005\u5728\u65b0\u95fb\u8bc4\u8bba\u4e2d\u7684\u4e00\u4e9b\u5173\u6ce8\u70b9\uff0c\u5bf9\u6458\u8981\u7cfb\u7edf\u4e5f\u6709\u5f88\u5927\u5e2e\u52a9\u3002<\/span><\/strong><\/span><span style=\"font-size: 15px;\">\u6bd4\u5982\u8bf4\uff0c\u6709\u4e9b\u539f\u59cb\u65b0\u95fb\u62a5\u9053\u90fd\u6301\u6709\u5bf9 AI \u6280\u672f\u975e\u5e38\u4e50\u89c2\u7684\u6001\u5ea6\uff0c\u800c\u6709\u4e9b\u8bfb\u8005\u5219\u53ef\u80fd\u5728\u65b0\u95fb\u4e0b\u65b9\u7684\u8bc4\u8bba\u91cc\u8868\u8fbe\u5bf9\u4e8e AI \u6280\u672f\u53ef\u80fd\u5e26\u6765\u7684\u793e\u4f1a\u95ee\u9898\u7684\u5fe7\u8651\u7b49\u7b49\u3002\u8fd9\u4e9b\u4fe1\u606f\u4e5f\u4f1a\u4e3a\u6458\u8981\u7cfb\u7edf\u589e\u52a0\u65b0\u7684\u89c6\u89d2\u3002\u4e8e\u662f\u4fbf\u6709\u4e86\u8fd9\u6837\u7b2c\u4e00\u4efd RA-MDS \u7684\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u6570\u636e\u96c6\u91cc\u7684\u4e00\u4e9b\u4fe1\u606f\u4e3b\u8981\u662f\u5ef6\u7eed\u4e86 TAC \u7684\u6570\u636e\u89c4\u8303\uff1atopic\u3001document\u3001category\u3001aspect\u3001aspect facet \u548c comment\u3002\u5176\u4e2d aspect facet \u548c comment \u662f RA-MDS \u72ec\u6709\u7684\u3002Aspect facet \u662f aspect \u7684\u5177\u4f53\u5185\u5bb9\uff0ccomment \u5c31\u4e0d\u7528\u8bf4\u4e86\u3002\u6bd4\u5982\uff0c\u4ee5\u201cMalaysia Airlines Disappearance\u201d\u4e3a\u4f8b, \u9488\u5bf9\u201cWHAT\u201d\u8fd9\u4e2a\u65b9\u9762\uff08aspect\uff09\uff0c\u5176 aspect facet \u5c31\u5305\u542b\u4e86\u201cmissing Malaysia Airlines Flight 370\u201d, \u201ctwo passengers used passports stolen in Thailand from an Austrian and an Italian.\u201d\u7b49\u7b49\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u540c\u65f6\uff0c\u8bba\u6587\u4e5f\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u4e00\u4e2a\u6a21\u578b\u6765\u89e3\u51b3\u8fd9\u6837\u4e00\u4e2a\u4efb\u52a1\u3002\u53ef\u4ee5\u770b\u770b\u6700\u540e\u751f\u6210\u51fa\u7684\u4e00\u4e9b\u6458\u8981\uff1a<\/span><\/p>\n<p style=\"text-align:center;\"><img    class=\"\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231827.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 15px;\">\u4ee5\u4e0a\u5c31\u662f\u4eca\u5929\u7684\u5206\u4eab\u5185\u5bb9\u5566\u3002\u5e0c\u671b\u8fd9\u4e9b\u65b0\u6570\u636e\u96c6\u3001\u65b0\u4efb\u52a1\u5bf9\u5927\u5bb6\u6709\u4e00\u70b9\u70b9\u542f\u53d1~<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"margin-top:10px;\"><strong>\u8f6c\u8f7d\u58f0\u660e<\/strong>\uff1a\u672c\u6587\u8f6c\u8f7d\u81ea\u300c\u7a0b\u5e8f\u5a9b\u7684\u65e5\u5e38\u300d\uff0c\u641c\u7d22\u300cgirlswhocode\u300d\u5373\u53ef\u5173\u6ce8\u3002<\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span>\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247483667&amp;idx=1&amp;sn=658da85489324e125dbd2941cca50bd6&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u6df1\u5ea6\u5b66\u4e60: \u96c6\u667a\u4ff1\u4e50\u90e8\u6d3b\u52a8\u7b14\u8bb0<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><span style=\"font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484894&amp;idx=1&amp;sn=c821644d790941dae6a93434dd5a8145&amp;chksm=e8945f53dfe3d64529692686c583c5e284ca668077ee35a4f193722c098eb6211fc296783408&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\">\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e94\u7528<\/a><\/span><\/strong><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486209&amp;idx=2&amp;sn=aeec72e87090961d23bab28def287b94&amp;chksm=e894518cdfe3d89aeeb902dd8951d00bec3469aba5acfba44f1214a084d93a5e84a5d187198b&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;\"><strong>\u7528\u6df1\u5ea6\u5b66\u4e60\u89e3\u8bfb\u91cf\u5b50\u5b87\u5b99\u5965\u79d8<\/strong><\/a><br  \/><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486076&amp;idx=1&amp;sn=750fa50f5fb6517ac49dcdaf66daccd1&amp;chksm=e89450f1dfe3d9e7bf3d01c5efa2a4d99d59b9258e3eac0e7ef10f3764975a5a779cbcda1efa&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong>\u91cf\u5b50\u7ea0\u7f20\uff1a\u4ece\u91cf\u5b50\u7269\u8d28\u6001\u5230\u6df1\u5ea6\u5b66\u4e60<\/strong><\/a><br  \/><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><span style=\"text-decoration: underline;\"><strong><strong><span style=\"font-size: 13px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486217&amp;idx=1&amp;sn=51c1eee6866e3201d951f83226ca1e02&amp;chksm=e8945184dfe3d892826683ff5e96ff1befd4f4b6c208b62a37f7d305dd29343c61eadd853a5c&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;\">\u5f15\u529b\u3001\u91cf\u5b50\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u6df1\u5ea6\u5bf9\u8bdd | \u5c24\u4ea6\u5e84<\/a><\/span><\/strong><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><span style=\"text-decoration: underline;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486209&amp;idx=2&amp;sn=aeec72e87090961d23bab28def287b94&amp;chksm=e894518cdfe3d89aeeb902dd8951d00bec3469aba5acfba44f1214a084d93a5e84a5d187198b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u7528\u6df1\u5ea6\u5b66\u4e60\u89e3\u8bfb\u91cf\u5b50\u5b87\u5b99\u5965\u79d8<\/a><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485943&amp;idx=1&amp;sn=0d3669e104f21ac7116a32f597519f5b&amp;chksm=e894537adfe3da6c03ef63babab5f21ea10a67edf1f402c0782d8ba085352c43189448a9106b&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;\"><strong>\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u5b66\uff0d\u672a\u6765\u7684\u65b0\u5174\u5b66\u79d1\uff1f<\/strong><\/a><br  \/><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484956&amp;idx=1&amp;sn=00f32bc01c2898fc6260deede10f4149&amp;chksm=e8945c91dfe3d58762031a17f0d80394a17e6ee5ffc1bd7828a8e278a0058df7f7e9c318e519&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;\"><strong>\u4e00\u79cd\u9762\u5411\u5173\u7cfb\u7684\u7269\u7406\u5b66\uff1a\u4ece\u793e\u4ea4\u7f51\u7edc\u5230\u91cf\u5b50\u7ea0\u7f20&nbsp;<\/strong><\/a><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><span style=\"text-decoration: underline;\"><strong><span style=\"color: rgb(123, 12, 0);\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484332&amp;idx=1&amp;sn=59e00ee5ac19bc4bb8c1acb16508a350&amp;chksm=e8945921dfe3d03743b5483f257b0ee5c3b8573761774e6764b53ff2b6c1f2ab93746b34a42b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u7edf\u4e00\u4e4b\u8def\uff1a\u91cf\u5b50\u7ea0\u7f20\u3001\u65f6\u7a7a\u51e0\u4f55\u4e0e\u673a\u5668\u5b66\u4e60<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><span style=\"text-decoration: underline;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486065&amp;idx=1&amp;sn=cdd5ffb1f5b43c81dfa92ba0d9d315e2&amp;chksm=e89450fcdfe3d9ea697342dcd6c87e840a33bd7bad06a16bfa93008e196945659f232ded7a24&amp;scene=21#wechat_redirect\" target=\"_blank\">\u673a\u5668\u5b66\u4e60\u3001\u7406\u8bba\u7269\u7406\u3001\u8ba1\u7b97\u793e\u4f1a\u5b66\u7684\u78b0\u649e&nbsp;<\/a><\/strong><\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\" style=\"white-space: normal;font-size: 14px;letter-spacing: 0.5px;\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75;\">\n<p style=\"margin-top: 10px;text-align: center;text-indent: 0em;\"><strong style=\"text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486400&amp;idx=1&amp;sn=4f69495a63540c2bef91097530e5d5a1&amp;chksm=e894514ddfe3d85b70cecde5d5aeaff727a1b5e4fd6e052b72e17626128383abc4d89524e30c&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u8981\u6765\u96c6\u667aAI\u5b66\u56ed\u5b66\u4e60 PyTorch\uff1f<\/a><\/strong><\/p>\n<\/section>\n<\/section>\n<p style=\"margin: 10px 0.5em;text-indent: 0em;white-space: normal;font-size: 14px;letter-spacing: 0.5px;line-height: 2em;text-align: center;\"><strong style=\"text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486382&amp;idx=2&amp;sn=f0e4304b04c9d53803045fbeb9f4a439&amp;chksm=e8945123dfe3d83518084e2c95cd4d3e7b19f0bb311f1ab4ae427de0b72b2a489bd0abd62e37&amp;scene=21#wechat_redirect\" target=\"_blank\">\u91cd\u78c5\u7cfb\u5217\u8bfe\uff1a\u706b\u70ac\u4e0a\u7684\u6df1\u5ea6\u5b66\u4e60\uff08\u4e0b\uff09<\/a><\/strong><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"ignored\" style=\"white-space: normal;\">\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 16px;color: rgb(62, 62, 62);line-height: 25.6px;widows: 1;text-align: center;background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 16px;color: rgb(62, 62, 62);line-height: 25.6px;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none;\">\n<section  style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<hr  \/>\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;text-indent: 0em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><br  \/><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;text-indent: 0em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;text-indent: 0em;overflow-wrap: break-word !important;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;text-indent: 0em;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;text-indent: 0em;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;text-indent: 0em;overflow-wrap: break-word !important;\"><img class=\"\"      width=\"auto\" style=\"overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231827.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p style=\"text-indent: 0em;\"><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u5929\u60f3\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u8fd1\u671f\u770b\u5230\u7684\u6bd4\u8f83\u65b0\u9896\u7684\u6570\u636e\u96c6\u3002\u968f\u7740\u5f88\u591a\u57fa\u7840\u8bbe\u7f6e\u4e0b\u7684\u7b80\u5355\u95ee\u9898\u88ab\u89e3\u51b3\uff0c\u60f3\u8981\u53bb\u68c0\u9a8c\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u5177\u6709\u66f4\u5f3a\u7684\u80fd\u529b\uff0c\u5c31\u9700\u8981\u66f4\u597d\u7684\u66f4\u590d\u6742\u7684\u6570\u636e\u96c6\u505a\u652f\u6301\u3002\u7531\u6b64\uff0c\u8bb8\u591a\u7814\u7a76\u8005\u901a\u8fc7\u5404\u79cd\u65b9\u6cd5\u722c\u53d6\u3001\u6784\u9020\u4e86\u4e00\u4e9b\u9ad8\u8d28\u91cf\u4e14\u6709\u65b0\u610f\u7684\u6570\u636e\u96c6\u3002\u4eca\u5929\u60f3\u5206\u4eab\u7684\u6db5\u76d6\u4e86\u8bb8\u591a\u70ed\u95e8\u9886\u57df\uff1a\u9605\u8bfb\u7406\u89e3\u3001\u5bf9\u8bdd\u7cfb\u7edf\u3001\u65b0\u95fb\u6458\u8981\u7b49\u3002 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