{"id":8393,"date":"2024-06-11T15:01:05","date_gmt":"2024-06-11T07:01:05","guid":{"rendered":""},"modified":"2024-06-11T15:01:05","modified_gmt":"2024-06-11T07:01:05","slug":"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution","status":"publish","type":"post","link":"https:\/\/mushiming.com\/8393.html","title":{"rendered":"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution"},"content":{"rendered":"<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"display: none;\"> \n <path stroke-linecap=\"round\" d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\"><\/path> \n<\/svg> <\/p>\n<h3>1.What is Coreference Resolution?<\/h3>\n<p>Coreference Resolution \u5171\u6307\u6d88\u89e3\uff0c\u4e00\u79cd\u8bed\u8a00\u4e2d\u7684\u8bed\u6cd5\u73b0\u8c61\uff0c\u8868\u793a\u53e5\u5b50\u4e2d\u591a\u4e2a\u6307\u793a\uff08mention\uff09\u6307\u4ee3\u540c\u4e00\u4e2a\u4e16\u754c\u4e2d\u7684\u5b9e\u4f53\u7684\u60c5\u51b5\uff0c\u6bd4\u5982\u5728\u4e0b\u9762\u7684\u82f1\u6587\u4e2d\uff0c\u7ea2\u8272\u90fd\u6307\u4ee3\u5965\u5df4\u9a6c\uff0c\u9ec4\u8272\u90fd\u6307\u4ee3\u5e0c\u62c9\u91cc\uff0c\u8fd9\u79cd\u73b0\u8c61\u79f0\u4e3a\u5171\u6307\uff08coreference\uff09\u3002<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/6a1af4f86fd24cad8f9fd68f6f029daa.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c1\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c1\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/7e0421c0f09443c3aa4d545ac560e6cd.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c2\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c2\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>Applications<\/h4>\n<p>\u5171\u6307\u80fd\u591f\u5f71\u54cd\u5bf9\u53e5\u5b50\u7684\u7406\u89e3\uff0c\u56e0\u6b64\u5728\u5f88\u591a\u5730\u65b9\u90fd\u6709\u5e94\u7528\uff1a<\/p>\n<ul>\n<li>Full text understanding<\/li>\n<li>Machine translation<\/li>\n<li>Dialogue Systems<\/li>\n<\/ul>\n<h4>Coreference Resolution in Two Steps<\/h4>\n<p>Coreference Resolution\u5c31\u662f\u5728NLP\u4e2d\u9488\u5bf9\u5171\u6307\u73b0\u8c61\u4e2d\u7684\u4e00\u7c7b\u5e94\u7528\uff0c\u5305\u542b\u4ee5\u4e0b\u4e24\u5c0f\u7c7b\uff1a<\/p>\n<ul>\n<li>Detect the mentions (easy)\uff1a\u53ea\u662f\u68c0\u6d4b<\/li>\n<li>Cluster the mentions (hard)\uff1a\u68c0\u6d4b\u8fd8\u8981\u5206\u7c7b<\/li>\n<\/ul>\n<h3>2.mention dection<\/h3>\n<p>mention\u5177\u4f53\u65f6\u4e4b\u8bed\u53e5\u4e2d\u7684\u4e00\u6bb5\u6307\u4ee3\u7684\u4e00\u4e9b\u5b9e\u4f53\u3002\u4e00\u5171\u6709\u4e09\u79cd\u7c7b\u578b\u7684mention:<\/p>\n<ol>\n<li>Pronouns \u4ee3\u8bcd\uff1aI, your, it, she, him, etc.<\/li>\n<li>Named entities\uff1aPeople, places, etc.<\/li>\n<li>Noun phrases\u540d\u5b57\u77ed\u8bed\uff1a\u201ca dog,\u201d \u201cthe big fluffy cat stuck in the tree\u201d<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u5176\u4ed6\u7684NLP\u4efb\u52a1\u53ef\u4ee5\u505a\u5230\u8fd9\u4e09\u79cd\u65b9\u6cd5\u7684\u5206\u7c7b\uff0c\u5206\u8d1d\u662f\uff1a<\/p>\n<ul>\n<li>Pronouns\uff1aUse a part-of-speech tagger \u8bcd\u6027\u6807\u8bb0<\/li>\n<li>Named entities\uff1a Use a NER system \u547d\u540d\u9898\u8bc6\u522b<\/li>\n<li>Noun phrases\uff1aUse a parser \u53e5\u6cd5\u5206\u6790<\/li>\n<\/ul>\n<p>\u4f46\u662f\u901a\u8fc7\u4e0a\u8ff0\u4efb\u52a1\u5f97\u5230\u7684\u5e76\u4e0d\u5b8c\u5168\u662fmention\uff0c\u5982\u56feppt:<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/22a8b56b411649d685766cfda5883be8.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c3\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c3\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>How to deal with these bad mentions?<\/h4>\n<ul>\n<li>\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u5206\u7c7b\u5668\u5bf9\u6240\u6709\u7684metion\u76f4\u63a5\u8fdb\u884c\u5206\u7c7b<\/li>\n<li>\u628a\u6240\u6709\u7684mention\u89c6\u4e3a\u201ccandidate mentions\u201d\uff0c\u4e4b\u540e\u8fd0\u884c\u4f60\u7684coreference\u7cfb\u7edf\u8fdb\u884c\u914d\u5bf9\uff0c\u7136\u540e\u629b\u5f03\u90a3\u4e9b\u6ca1\u6709\u914d\u5bf9\u7684singleton mentions\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u5c31\u6709\u4e24\u79cd\u4e3b\u8981\u7684\u601d\u8def\uff1a<\/p>\n<ul>\n<li>train a classifier specifically for mention detection<\/li>\n<li>jointly do mention-detection and coreference resolution end-to-end instead of in two steps<\/li>\n<\/ul>\n<h3>3.coreference \u76f8\u4f3c\u7684\u8bed\u6cd5\u5206\u6790<\/h3>\n<p>\u6709\u4e00\u79cd\u5f88\u76f8\u8fd1\u7684\u8bed\u6cd5\u53eb anaphora\uff08\u56de\u6307\uff09\uff0c\u5c31\u662f\u56de\u503c\u8bcdanaphor\u7531\u524d\u9762\u7684\u8bcdantecedent\u51b3\u5b9a\uff0c\u8bf4\u82f1\u6587\u5b9a\u4e49\u662f\uff1awhen a term (anaphor) refers to another term (antecedent)\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/529d0d4b16af4fe7b1cb01e6cdd6bd10.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c4\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c4\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> anaphora\u548ccoreference\u7684\u533a\u522b\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/20200603115725948.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c5\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c5\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>anaphora\u548ccoreference\u662f\u4e00\u79cd\u4ea4\u53c9\u7684\u5173\u7cfb\uff0c\u4e0d\u662f\u6240\u6709\u7684anaphora\u90fd\u662fcoreferential\u3002<br \/> \u6bd4\u5982\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/8ccd471bfa9040d88e88b69c3a3ee4ee.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c6\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c6\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/5345c89d76c84363822912968c4da40e.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c7\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c7\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fd9\u79cd\u975ecoreferential\u7684anaphora\u53ebbridging anaphora.\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/43ad778f96214025b057090906f8ecb1.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c8\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c8\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u53e6\u5916anaphora\u8fd8\u6709\u8981\u7ed9\u53cd\u4e49\u8bcd\u53ebCataphora\u3002<\/p>\n<p>\u8bfe\u7a0b\u4ecb\u7ecd\u4e86\u56db\u7c7bCoreference\u6a21\u578b\uff0c\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>Rule-based (pronominal anaphora resolution)<\/li>\n<li>Mention Pair<\/li>\n<li>Mention Ranking<\/li>\n<li>Clustering<\/li>\n<\/ul>\n<h3>4.Traditional pronominal anaphora resolution<\/h3>\n<p>\u8bfe\u7a0b\u4ecb\u7ecd\u4e86Hobbs\u2019 naive algorithm\uff0c\u4e3b\u8981\u601d\u60f3\u5c31\u662f\u5bf9\u8bed\u53e5\u8fdb\u884c\u7ed3\u6784\u7684\u5206\u6790\uff0c\u7136\u540e\u7528\u6811\u72b6\u56fe\u53bb\u5f97\u5230coreference\u5173\u7cfb\uff0c\u6b65\u9aa4\u633a\u591a\u7684\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/b7849be80f4f4ae6a199eef2e08b2bbf.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c9\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c9\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/a2e466d2245b4a51be451cc3459ca901.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c10\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c10\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u5206\u6790\u7ed3\u6784\u540e\u5f97\u5230\u7684\u53e5\u5b50\uff0c\u5982\u56fe\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/109d578c0358475d8e12455eb4411678.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c11\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c11\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u4f46\u662f\u901a\u8fc7\u53e5\u5b50\u7ed3\u6784\u6765\u5206\u6790\u5e76\u4e0d\u80fd\u603b\u662f\u6b63\u786e\u5f97\u5230\u6b63\u786e\u7684coreference\uff0c\u5982\u56fe\u770b\u4e0b\u9762\u8fd9\u4e2a\u4e24\u4e2a\u4f8b\u5b50\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/6d7f65d52a67414fa804a6305915de40.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c12\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c12\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/c53baf2f4df64323b358c9d14a971e27.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c13\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c13\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fd9\u4e24\u4e2a\u4f8b\u5b50\u7684\u4e24\u4e2a\u53e5\u5b50\u5f97\u7ed3\u6784\u90fd\u662f\u76f8\u540c\u7684\uff0c\u4f46\u662f\u53e5\u5b50\u4e2dit\u548cthey\u663e\u7136\u4e0d\u662f\u6307\u4ee3\u540c\u4e00\u4e2a\u4e1c\u897f\u3002\u56e0\u6b64\u5b8c\u5168\u4ece\u7ed3\u6784\u6765\u5206\u6790mention\u662f\u4e0d\u5408\u7406\uff0c\u5e94\u8be5\u52a0\u5165Knowledge-based\u90e8\u5206\u3002<\/p>\n<h3>5.Coreference Models: Mention Pair<\/h3>\n<p>\u6a21\u578b\u76ee\u7684\u662f\uff0c\u5c06metion\u4ece\u53e5\u5b50\u4e2d\u62bd\u51fa\u6765\uff0c\u7136\u540e\u5206\u7c7b\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/263cf65dfe3d4c259814cfd40f421046.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c14\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c14\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u6a21\u578b\u7684\u60f3\u6cd5\u662f\u8bad\u7ec3\u4e00\u4e2a\u4e24\u8f93\u5165\u7684\u4e8c\u5206\u7c7b\u5176\uff0c\u8f93\u5165metion\u5bf9<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> p ( m i , m j ) p(m_i,m_j) <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.03611em; vertical-align: -0.286108em;\"><\/span><span class=\"mord mathdefault\">p<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathdefault\">m<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.311664em;\"><span class=\"\" style=\"top: -2.55em; margin-left: 0em; margin-right: 0.05em;\"><span class=\"pstrut\" style=\"height: 2.7em;\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathdefault mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em;\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.166667em;\"><\/span><span class=\"mord\"><span class=\"mord mathdefault\">m<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.311664em;\"><span class=\"\" style=\"top: -2.55em; margin-left: 0em; margin-right: 0.05em;\"><span class=\"pstrut\" style=\"height: 2.7em;\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathdefault mtight\" style=\"margin-right: 0.05724em;\">j<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.286108em;\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span>\uff0c\u5224\u65ad\u8fd9\u4e2amention\u5bf9\u662f\u4e0d\u662f\u4e00\u4e2a\u6b63\u5e38\u7684mention\u5bf9\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/5b844696623f4e9893b26ee73290cff9.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c15\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c15\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> positive\u8f93\u51fa1\uff0c\u8868\u793a\u662f\u4e00\u4e2ametion pair\uff0cnegtive\u8f93\u51fa0\uff0c\u8868\u793a\u4e0d\u662fmention pair\u3002\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/3a6cf470f0c143da91eabf4c5afa3c4c.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c16\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c16\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/42ceee0abfd840a4881e9ddfa07cffde.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c17\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c17\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>Mention Pair Training<\/h4>\n<p>\u8bad\u7ec3\u7684\u65f6\u5019\u91c7\u7528\u4e8c\u5206\u7c7b\u7684\u4ea4\u53c9\u71b5\u4ee3\u4ef7\u51fd\u6570\uff0c\u516c\u5f0f\u7ec6\u8282\u5982ppt\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/a54a046ef70c4d68bc7872a675d4ede9.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c18\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c18\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>Mention Pair Training<\/h4>\n<p>Coreference resolution\u662f\u4e00\u4e2a\u805a\u7c7b\uff08cluster\uff09\u95ee\u9898\uff0c\u5982\u4f55\u5c06metion pair\u8f6c\u5316\u6210\u4e00\u4e2a\u805a\u7c7b\u95ee\u9898\uff1f<br \/> \u53ef\u4ee5\u8bbe\u5b9a\u4e00\u4e9b\u9608\u503c\uff0c\u5c06\u5728\u8fd9\u4e2a\u9608\u503c\u4e4b\u4e0a\u7684\u76f8\u4e92\u7684metion pair\u89c6\u4e3a\u4e00\u4e2acluster\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/f0d111c494484adba106420947b2662b.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c19\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c19\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fd9\u6837\u53ef\u4ee5\u5b9e\u73b0\u7b80\u5355\u7684\u805a\u7c7b\uff0c\u4f46\u662f\u5bb9\u9519\u7387\u5f88\u4f4e\uff0c\u5982\u679c\u53d1\u751f\u9519\u8bef\uff0c\u5f88\u53ef\u80fd\u5c06\u6240\u6709\u7684\u805a\u4e3a\u4e00\u7c7b\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/3b489b85ad7c4cedafbc942a309e8cdd.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c20\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c20\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fd9\u79cd\u65b9\u6cd5\u4e5f\u7531\u660e\u663e\u7684\u53bb\u8e72\u70b9\uff0c\u5982\u56fe\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/d3feb36cdd1e4ea19d056055c54e9c2f.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c21\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c21\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8bb8\u591amentions\u6709\u4e00\u4e2a\u6bd4\u8f83\u660e\u663e\u7684antecedent\uff0c\u7531\u8bb8\u591a\u4e0d\u660e\u663e\u7684antecedent\uff0c\u8fd9\u4e2a\u65f6\u5019\u901a\u8fc7\u4e0a\u8ff0\u65b9\u5f0f\u65e0\u5dee\u522b\u7684\u9884\u6d4b\u663e\u7136\u662f\u4e0d\u5408\u7406\u7684\uff0c\u6240\u4ee5\u66f4\u597d\u7684\u662f\u505a\u4e00\u4e2a\u4e0d\u540c\u7684\u5bf9\u6bd4\uff0cranking<\/p>\n<h3>6.Coreference Models: Mention Ranking<\/h3>\n<p>\u5c31\u662f\u5bf9\u6bcf\u4e00\u4e2ametion pair\u8fdb\u884c\u4e00\u4e2a\u6253\u5206\uff0c\u6839\u636escore\u7684\u5927\u5c0f\u786e\u5b9a\u6700\u5408\u9002\u7684coreference\u3002\u4e3a\u4f8b\u4fdd\u8bc1\u7a0b\u5e8f\u7684\u7edf\u4e00\u6027\uff0c\u52a0\u4e86\u4e00\u4e2aN\/A\u9879\uff0c\u7ed9singleton\u548cfirst metion\u4e5f\u662f\u5176\u914d\u6210metion\u5bf9\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/2aa0a5ca67bb4e45a46ba98f82602fdb.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c22\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c22\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fdb\u884c\u6253\u5206\u65f6\uff0c\u5e94\u7528\u4e86softmax\u51fd\u6570\uff0c\u4f7f\u6253\u5206\u548c\u4e3a1\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/1c14143bf6e24b2493b17a3ba2d7c2c9.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c23\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c23\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u9009\u62e9\u5f97\u5206\u6700\u9ad8\u7684\u4f5c\u4e3acorreference link\uff0c\u5982\u56fe\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/34e8f86669e24ce59cf2fd9f7b7761b2.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c24\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c24\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>Coreference Models: Training<\/h4>\n<p>\u8fd9\u79cd\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u5f0f\u7a0d\u6709\u4e0d\u540c\uff0c\u5e0c\u671b\u53c2\u8003\u7ec4\uff08gold\uff09\u5bf9\u5e94\u7684model pair\u53d6\u5f97\u7684\u6982\u7387\u8d8a\u5927\u8d8a\u597d\uff0c\u5f97\u5230\u5982\u4e0b\u516c\u5f0f\uff08\u6211\u6ca1\u770b\u660e\u767d\uff09\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/7198b9087d2b43caa27a5ea454f7c0f7.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c25\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c25\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u5c06\u8fd9\u6837\u4e00\u4e2a\u516c\u5f0f\u8f6c\u5316\u4e3a\u4ee3\u4ef7\u51fd\u6570\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/06472dc3fed24a2a870dd6c3ecc231e4.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c26\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c26\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8fd9\u4e2a\u548cmodel pair\u7684\u6a21\u578b\u5f88\u50cf\uff0c\u53ea\u4e0d\u8fc7\u53ea\u6c42\u51fa\u4e00\u4e2aantecedent\u3002<\/p>\n<p>\u5173\u952e\u95ee\u9898\uff0c\u600e\u4e48\u6837\u8ba1\u7b97\u6982\u7387\uff1f\u8bfe\u7a0b\u4e2d\u8bf4\u7531\u4e09\u79cd\u4e3b\u8981\u7684\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>Non-neural statistical classifier<\/li>\n<li>Simple neural network<\/li>\n<li>More advanced model using LSTMs, attention<\/li>\n<\/ul>\n<h4>A.Non-Neural Coref Model: Features<\/h4>\n<p>\u4f20\u7edf\u7684\u975e\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\u76f4\u63a5\u7ed9Mention\u4e00\u4e2a\u7279\u5f81\uff0c\u6839\u636e\u7279\u5f81\u8ba1\u7b97\u5f97\u5206\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/ea04131aae1c43758f061b3383ffdff3.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c27\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c27\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>B.Neural Coref Model<\/h4>\n<p>\u8bfe\u7a0b\u4ecb\u7ecd\u4e86\u8fd9\u79cd\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/ed37c649ed38475f8478a5b0fecdd242.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c28\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c28\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u6a21\u578b\u7ed3\u6784\u5f88\u7b80\u5355\uff0c\u4f46\u662f\u9700\u8981\u8f93\u5165\u5f88\u591aembedding\u548c\u5d4c\u5165\u6bd4\u5982\uff1aCandidate Antecedent Embeddings\u3001Candidate Antecedent Features\u7b49\u7b49\uff0c\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/08229775c1964f07a1f4da474338956c.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c29\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c29\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<h4>C. End-to-end Model<\/h4>\n<p>\u8bfe\u7a0b\u4ecb\u7ecd\u4e86\u5f53\u524dstate-of-art\u7684\u6a21\u578b\uff0c\u4e5f\u662f\u4e00\u4e2amention ranking model\uff0c\u91c7\u7528\u7684\u662f\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u7ed3\u6784\u3002\u5b83\u5728\u666e\u901a\u7684feed-forward NN \u6a21\u578b\u4e0a\u505a\u51fa\u4e86\u6539\u8fdb\uff1a<\/p>\n<ul>\n<li>Use an LSTM<\/li>\n<li>Use attention<\/li>\n<li>Do mention detection and coreference end-to-end<br \/> \u6a21\u578b\u7684\u7ed3\u6784\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/31bb2140337645deae36298f57a2623d.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c30\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c30\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u524d\u9762\u4e24\u5c42\u5c31\u662f\u5e38\u89c4\u7684embedding\u548cencode\u5c42\u540e\u9762\u662f\u4e00\u5c42\u7279\u6b8a\u7684span embedding\u5c42\uff0c\u5982\u56fe\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/3ecd299e23ff49fd8b3438c95bf91ea1.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c31\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c31\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> span embedding\u7531\u4e09\u90e8\u5206\u6784\u6210\uff0c\u516c\u5f0f\u6781\u5176\u542b\u4e49\u5982\u4e0b\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/419971b8bb7e4a90909543bac0cf0912.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c32\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c32\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> attention\u90e8\u5206\u7684\u8ba1\u7b97\u5982\u56fe\u6240\u793a\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/1a77c00aa79245768d0eff810e2d0831.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c33\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c33\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u8bfe\u7a0b\u4e5f\u89e3\u91ca\u4e86span embedding\u5c42\u4e2d\u5404\u9879\u7684\u4f5c\u7528\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/4a2f89e3708e4fa7a3fe9793f44fb138.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c34\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c34\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u6a21\u578b\u662f\u8fd9\u6837\u8ba1\u7b97\u5206\u7684\uff1a<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/d80965b8d8c34e338ceb79f048e17747.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c35\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c35\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><br \/> \u6a21\u578b\u6709\u7740\u975e\u5e38\u660e\u663e\u7684\u7f3a\u70b9\uff0c\u5c31\u662f\u8ba1\u7b97\u592a\u590d\u6742\uff0c\u9700\u8981\u5bf9span\u8fdb\u884c\u4fee\u526a\u3002<\/li>\n<\/ul>\n<h3>7.Coreference Models: Clustering-Based<\/h3>\n<p>\u53e6\u5916\u4e00\u79cdcoreference\u7684\u5206\u652f\uff0c\u76f4\u63a5\u8fdb\u884ccluser\u3002<br \/> \u8bfe\u7a0b\u8fd9\u90e8\u5206\u7684\u5185\u5bb9\u57fa\u672c\u4e0a\u8df3\u8fc7\u4e86\uff0c\u8be6\u89c1ppt\u3002<\/p>\n<h3>8.Coreference Evaluation<\/h3>\n<p>\u5e38\u7528\u7684\u8bc4\u4ef7\u6307\u6807\u6709\uff1aMUC, CEAF, LEA, B-CUBED, BLANC\u3002<br \/> \u8bfe\u7a0b\u4ee5B-cubed\u4e3a\u4f8b\uff0c\u9996\u5148\u8ba1\u7b97\u6bcf\u4e00\u4e2amention\u7684precision\u548crecall\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u8ba1\u7b97B-cubed\u6307\u6807\u3002<br \/> <img decoding=\"async\" src=\"https:\/\/img.mushiming.top\/app\/mushiming_com\/87d85a609e404760ab92257f0435c009.png\" =\"\" =\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" alt=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution (https:\/\/mushiming.com\/)  \u7b2c36\u5f20\" title=\"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution  \u7b2c36\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n","protected":false},"excerpt":{"rendered":"CS224N\u5b66\u4e60\u7b14\u8bb0(\u5341\u516d\uff09Coreference Resolution1.WhatisCoreferenceResolution?CoreferenceResolution\u5171\u6307\u6d88\u89e3\uff0c\u4e00\u79cd\u8bed\u8a00\u4e2d\u7684...","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"_links":{"self":[{"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/posts\/8393"}],"collection":[{"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/comments?post=8393"}],"version-history":[{"count":0,"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/posts\/8393\/revisions"}],"wp:attachment":[{"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/media?parent=8393"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/categories?post=8393"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mushiming.com\/wp-json\/wp\/v2\/tags?post=8393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}