{"id":11059,"date":"2018-09-14T01:00:00","date_gmt":"2018-09-13T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%e5%ad%a6%e6%9c%af%e5%89%8d%e6%b2%bf-%e5%8f%8c%e6%9b%b2%e7%a9%ba%e9%97%b4%e4%b8%ad%e7%9a%84%e7%bd%91%e7%bb%9c%e3%80%81%e5%8d%95%e8%af%8d%e5%8f%8a%e5%85%b6%e7%9f%a5%e8%af%86%e5%9b%be\/"},"modified":"2018-12-05T13:48:58","modified_gmt":"2018-12-05T05:48:58","slug":"%e5%ad%a6%e6%9c%af%e5%89%8d%e6%b2%bf-%e5%8f%8c%e6%9b%b2%e7%a9%ba%e9%97%b4%e4%b8%ad%e7%9a%84%e7%bd%91%e7%bb%9c%e3%80%81%e5%8d%95%e8%af%8d%e5%8f%8a%e5%85%b6%e7%9f%a5%e8%af%86%e5%9b%be","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=11059","title":{"rendered":"\u5b66\u672f\u524d\u6cbf\u2014\u2014\u53cc\u66f2\u7a7a\u95f4\u4e2d\u7684\u7f51\u7edc\u3001\u5355\u8bcd\u53ca\u5176\u77e5\u8bc6\u56fe\u8c31"},"content":{"rendered":"
\n

\n

\u57c3\u820d\u5c14\u7248\u7248\u753b\u662f\u63cf\u7ed8\u4e86\u53cc\u66f2\u7a7a\u95f4<\/span><\/strong><\/p>\n

<\/span><\/p>\n

\n
\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n
\n
\n
\n

\u5eb7\u5948\u5c14\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u6559\u6388Chris De Sa \u4e0e\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u751fAlbert Gu\u643a\u624b\u6784\u5efa\u51fa\u9ad8\u6548\u7684\u5d4c\u5165\u7b97\u6cd5\u2014\u2014\u4f7f\u7528\u53cc\u66f2\u7ebf\u7ec4\u5408\u7ed3\u6784\u5d4c\u5165\u7b97\u6cd5\uff0c\u4ee5\u66f4\u4f4e\u7684\u7ef4\u5ea6\u66f4\u597d\u5730\u5d4c\u5165\u6587\u672c\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

<\/span><\/p>\n

\n

\u7f16\u8bd1\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8\u7ffb\u8bd1\u7ec4<\/span><\/p>\n

\u539f\u9898\uff1a<\/span>HyperE: Hyperbolic Embeddings for Entities<\/span><\/p>\n<\/blockquote>\n

\n

\n

\n
\n
<\/p>\n

\u795e\u5947\u7684\u53cc\u66f2\u7ebf\u5d4c\u5165\u7b97\u6cd5<\/span><\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/h3>\n

\u6700\u65e9\u57282017\u5e74\uff0cNickel\uff06Kiela\u63d0\u51fa\u4e86\u4f7f\u7528\u53cc\u66f2\u7ebf\u4ee3\u66ff\u6b27\u51e0\u91cc\u5f97\u5d4c\u5165\u7a7a\u95f4\u6765\u8868\u793a\u5206\u5c42\u6570\u636e(\u8be5\u8fc7\u7a0b\u4e5f\u79f0\u5d4c\u5165)\uff0c\u5e76\u4e14\u5728\u5d4c\u5165\u56fe\u5f62\u65f6\u8868\u73b0\u51fa\u4e86\u8f83\u597d\u7684\u7ed3\u679c\u3002<\/span><\/p>\n

<\/span><\/p>\n

\u7531\u6b64\uff0c\u53cc\u66f2\u7ebf\u5d4c\u5165\u5728\u673a\u5668\u5b66\u4e60\u754c\u5f15\u8d77\u4e86\u5e7f\u6cdb\u7684\u5173\u6ce8\u3002\u90a3\u4e48\u53cc\u66f2\u7ebf\u5d4c\u5165\u76f8\u5bf9\u4e8e\u4f20\u7edf\u7684\u5d4c\u5165\u65b9\u6cd5\u6709\u4ec0\u4e48\u4f18\u70b9\uff1f<\/span><\/p>\n

    \n
  1. \n

    \u53cc\u66f2\u7ebf\u5d4c\u5165\u53ef\u4ee5\u5728\u5f88\u5c11\u7684\u7ef4\u5ea6\u4e0a\u4fdd\u7559\u56fe\u5f62\u5b9e\u4f53\u95f4\u7684\u8ddd\u79bb<\/span><\/p>\n<\/li>\n

  2. \n

    \u5145\u5206\u8868\u8fbe\u5c42\u7ea7\u7ed3\u6784<\/span><\/p>\n<\/li>\n<\/ol>\n

    \n

    \u4eca\u5929\u4ecb\u7ecd\u7684\u7684\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u7684\u4e00\u79cd\u53cc\u66f2\u7ebf\u5d4c\u5165\u7684\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u5b8c\u6210\u77e5\u8bc6\u5e93\u5904\u7406\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u5e76\u4e14\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u7528\u6765\u5904\u7406NLP\u4efb\u52a1\uff0c\u4f8b\u5982Question & Answering\u7b49\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u5728\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u89e3\u51b3\u4f18\u5316\u6f5c\u5728\u95ee\u9898\u7684\u65b0\u65b9\u6cd5\uff0c\u5e76\u9610\u660e\u4e86\u5982\u4f55\u6743\u8861\u6bcf\u79cd\u65b9\u6cd5\u3002\u5f53\u5d4c\u5165\u5206\u5c42\u6570\u636e\u7ed3\u6784\uff08\u5982\u540c\u4e49\u8bcd\u6216\u7c7b\u578b\u5c42\u6b21\u7ed3\u6784\uff09\u65f6\uff0c\u53cc\u66f2\u7ebf\u5d4c\u5165\u53ef\u4ee5\u7528\u8f83\u5c11\u7684\u7ef4\u5ea6\uff0c\u8868\u8fbe\u51fa\u590d\u6742\u7684\u7f51\u7edc\u4fe1\u606f\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u4f8b\u5982\uff0c\u7ed9\u5b9a\u4e00\u68f5\u6811\u5f62\u7684\u7f51\u7edc\uff0c\u8be5\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u7ec4\u5408\u7ed3\u6784\uff0c\u53ef\u4ee5\u5c06\u6811\u5d4c\u5165\u53cc\u66f2\u7a7a\u95f4\u4e2d\uff0c\u5728\u4e0d\u4f7f\u7528\u4f18\u5316\u7b97\u6cd5\u65f6\u5c31\u53ef\u4ee5\u8fbe\u5230\u8f83\u4f4e\u7684\u5931\u771f\u7387\u3002\u5728WordNet\u4e0a\uff0c\u5728\u53cc\u66f2\u7a7a\u95f4\u4e2d<\/span>\u53ea\u4f7f\u7528\u4e86\u4e24\u4e2a\u7ef4\u5ea6\uff0c\u8be5\u5d4c\u5165\u7b97\u6cd5\u5e73\u5747\u7cbe\u5ea6\uff08MAP\uff09\u5c31\u8fbe\u5230\u4e86<\/span>0.989<\/span><\/strong>\uff0cNickel\u7b49\u4eba\u63d0\u51fa\u7684\u53cc\u66f2\u7a7a\u95f4\u7ed3\u6784\u4f7f\u7528200\u7ef4\u4e5f\u53ea\u83b7\u5f97\u4e860.87\u7684\u5e73\u5747\u7cbe\u5ea6<\/strong>\u3002<\/span><\/p>\n<\/p>\n

    \u4e3a\u4e86\u5d4c\u5165\u4e00\u822c\u5ea6\u91cf\u7a7a\u95f4\uff0c\u8bba\u6587\u4e2d\u63d0\u51fa\u4e86\u591a\u7ef4\u5c3a\u5ea6\uff08h-MDS\uff09\u7684\u53cc\u66f2\u7ebf\u63a8\u5e7f\u7b97\u6cd5\u3002\u8be5\u7b97\u6cd5\u5c55\u793a\u4e86\u5982\u4f55\u4ece\u8ddd\u79bb\u4e2d\u7cbe\u786e\u6062\u590d\u53cc\u66f2\u70b9\uff0c\u7b97\u6cd5\u663e\u793a\uff0c\u5373\u4f7f\u5728\u7ef4\u5ea6\u5f88\u5c11\u7684\u60c5\u51b5\u4e0b\uff0ch-MDS\u7b97\u6cd5\u4e5f\u53ef\u4ee5\u5f88\u597d\u5730\u6062\u590d\u53cc\u66f2\u70b9\u3002<\/span><\/p>\n<\/p>\n

    \n

    \n

    \n
    \n
    <\/p>\n

    \u6570\u636e\u5e93\u53ca\u6e90\u7801\u4e0b\u8f7d<\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/h3>\n

    \u8bba\u6587\u5728\u5982\u4e0b\u4e09\u4e2a\u5c42\u6b21\u7f51\u7edc\u4e2d\u505a\u4e86\u53cc\u66f2\u5d4c\u5165\u7684\u5b9e\u9a8c\uff0c\u8fd9\u4e9b\u7f51\u7edc\u5206\u522b\u4e3a\uff1aWordNet\u3001Wikidata\u3001UMLS<\/strong>\uff08\u7edf\u4e00\u533b\u5b66\u8bed\u8a00\u7cfb\u7edf<\/strong>\uff09\u548cMusicBrainz\uff08\u5f00\u653e\u6570\u636e\u97f3\u4e50\u6570\u636e\u5e93\uff09<\/strong>\u3002\u8be5\u7b97\u6cd5\u901a\u8fc7\u201c\u76f8\u4f3c\u6027\u201d\u548c\u201c\u7c7b\u6bd4\u201d\u7684\u53cc\u66f2\u7ebf\u8bc4\u4f30\u5d4c\u5165\u7684\u597d\u574f\u3002\u5e76\u57fa\u4e8ePyTorch\u5b9e\u73b0\u4e86\u4e00\u4e2a\u53ef\u4ee5\u5904\u7406\u4e0d\u5b8c\u6574\u4fe1\u606f\u5e76\u4e14\u53ef\u6269\u5c55\u7684HyperE \u5d4c\u5165\u7b97\u6cd5\u3002\u6587\u7ae0\u4e2d\u5404\u79cd\u5b9e\u4f53\u5d4c\u5165\u53ef\u4ee5\u5728\u4e0b\u9762\u4ee5GloVe\u683c\u5f0f\u4e0b\u8f7d\u3002<\/span><\/p>\n

    \n

    \n

    WordNet\uff1ahttps:\/\/wordnet.princeton.edu\/<\/p>\n

    Wikidata\uff1ahttps:\/\/www.wikidata.org\/wiki\/Wikidata:Main_Page<\/p>\n

    UMLS\uff1ahttps:\/\/www.wikidata.org\/wiki\/Wikidata:Main_Page<\/p>\n

    MusicBrainz\uff1ahttps:\/\/musicbrainz.org<\/p>\n<\/blockquote>\n

    \n

    \u8bfb\u8005\u4eec\u53ef\u4ee5\u5728GloVe\u683c\u5f0f\u7684WordNet\uff0cWikidata\uff0cUMLS\u548cMusicBrainz\u4e2d\u4ee5\u5404\u79cd\u7ef4\u5ea6\uff0810d\uff0c20d\uff0c50d\uff0c100d\uff09\u4e0b\u8f7d64\u4f4d\u7cbe\u5ea6\u7684\u5b9e\u4f53\u5d4c\u5165\u3002\u56e0\u4e3a\u53cc\u66f2\u7ebf\u5d4c\u5165\u4e0e\u6b27\u51e0\u91cc\u5f97\u5d4c\u5165\u4e0d\u540c\uff0c\u5d4c\u5165\u7684\u6bd4\u4f8b\u56e0\u5b50\u4e0d\u662f\u56fa\u5b9a\u4e0d\u53d8\u7684\uff0c\u56e0\u6b64\u4f5c\u8005\u5728\u9876\u884c\u4e2d\u5199\u660e\u4e86\u5d4c\u5165\u7684\u6bd4\u4f8b\u56e0\u5b50\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u901a\u8fc7\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5b9e\u4f53\u5bf9\u5e94\u7684\u53cc\u66f2\u7ebf\u8ddd\u79bb\u9664\u4ee5\u6240\u63d0\u4f9b\u7684\u6bd4\u4f8b\u56e0\u5b50\uff0c\u53ef\u4ee5\u8fd1\u4f3c\u5730\u6062\u590d\u5b9e\u4f53\u4e4b\u95f4\u7684\u8f93\u5165\u56fe\u5f62\u7684\u8ddd\u79bb\u3002\u8be5\u7b97\u6cd5\u8fd8\u63d0\u4f9b\u4e86\u9884\u5904\u7406\u811a\u672c\u4ee5\u521b\u5efa\u8f93\u5165\u56fe\u7684\u8fb9\u7f18\u5217\u8868\u3002\u8fd9\u91cc\u8fd8\u53ef\u4ee5\u4f7f\u7528\u4f5c\u8005\u7684\u516c\u5f00\u7684\u4ee3\u7801\u6765\u67e5\u770b\u5982\u4f55\u4f7f\u7528\u53cc\u66f2\u7ebf\u5b9e\u4f53\u5d4c\u5165\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \n

    \u5b9e\u73b0\u53cc\u66f2\u5b9e\u4f53\u5d4c\u5165\u7684\u516c\u5f00\u4ee3\u7801\uff1a<\/span><\/p>\n

    https:\/\/github.com\/belizgunel\/hyperE\/tree\/master\/demo<\/span><\/p>\n<\/blockquote>\n

    \n

    \u6765\u81eaWordnet\u7684WordNet Hypernym\uff0c\u57df\u4e3b\u9898\u548c\u6210\u5458\u5168\u540d\u5c42\u6b21\u7ed3\u6784\u3002\uff08WordNet.zip161MB\uff09<\/span><\/p>\n

    https:\/\/stanford.box.com\/shared\/static\/u06nzqy2eyi6eh01830ci156giepxrj0.zip<\/span><\/p>\n<\/blockquote>\n

    <\/span><\/p>\n

    \n

    Wikidata\u5b9e\u4f53\u5c42\u6b21\u7ed3\u6784\uff0c\u5305\u62ec\u6765\u81ea\u5404\u4e2a\u9886\u57df\u7684100\u4e2a\u5c5e\u6027\uff0c\u5305\u62ec\u751f\u7269\u5b66\uff0c\u4f53\u80b2\uff0c\u7ecf\u6d4e\u5b66\uff0c\u653f\u6cbb\u5b66\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u7b49\u7b49\u3002\uff08Wikidata.zip 2.15GB\uff09<\/span><\/p>\n

    https:\/\/stanford.box.com\/shared\/static\/ozkvxryzib6kmjad9hyb0emq84to2ssz.zip<\/span><\/p>\n<\/blockquote>\n

    \n

    \n

    UMLS\u8bca\u65ad\u5c42\u6b21\u7ed3\u6784\u6765\u81eaICD-9-CM\u548cUMLS\u7684ICD-10-CM\u8bcd\u6c47\u8868\u3002\uff08UMLS.zip 123MB\uff09<\/span><\/p>\n

    https:\/\/stanford.box.com\/shared\/static\/yk0nwnix1a9nda13ws5hbdetm4zo9mvw.zip<\/span><\/p>\n<\/blockquote>\n

    \n

    \n

    MusicBrainz\u6765\u81eaMusicBrainz\u7684\u6837\u672c\u827a\u672f\u5bb6\uff0c\u4e13\u8f91\u548c\u6b4c\u66f2\u5c42\u6b21\u7ed3\u6784\u3002\uff08MusicBrainz.zip 16MB\uff09<\/span><\/p>\n

    https:\/\/stanford.box.com\/shared\/static\/8anfeaia53pwsagvag9g6rlys932sj00.zip<\/span><\/p>\n<\/blockquote>\n

    \n

    \n

    \n
    \n
    <\/p>\n

    \u53cc\u66f2\u7a7a\u95f4\u4e2d\u7684\u201c\u8bcd\u7c7b\u6bd4\u201d<\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/h3>\n

    \n

    \u5728\u8bb8\u591a\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u5e94\u7528\u4e2d\uff0c\u5c06\u8bcd\u5d4c\u5165\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u4e2d\u53ef\u4ee5\u6210\u529f\u5730\u7f16\u7801\u5355\u8bcd\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u8bc4\u4f30\u8bcd\u5d4c\u5165\u6548\u679c\u597d\u574f\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u201c\u8bcd\u7c7b\u6bd4\u201d\u51c6\u786e\u5ea6\u3002\u6bd4\u5982\uff0c\u7ecf\u5e38\u5728\u5c0f\u5b66\u8bed\u6587\u5377\u5b50\u4e2d\u51fa\u7684\u586b\u7a7a\u9898\u76ee\uff1a<\/span><\/p>\n<\/p>\n

    \n

    \u201c\u5317\u4eac(a)\u5bf9\u4e2d\u56fd(b)=\u534e\u76db\u987f(c)\u5bf9______ \u201d\u3002<\/span><\/strong><\/p>\n<\/blockquote>\n

    \u4f20\u7edf\u7684NLP\u6a21\u578bGloVe\u6a21\u578b\u901a\u8fc7\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\u627e\u5230\u8bcdd\uff0cd\u7684\u8bcd\u5d4c\u5165\u6700\u63a5\u8fd1\u5411\u91cfb -a + c\u3002<\/span><\/p>\n

    \n

    \u5728HyperE\u5d4c\u5165\u7b97\u6cd5\u4e2d\uff0c<\/span>\u4f5c\u8005\u4f7f\u7528\u53cc\u66f2\u7ebf\u8ddd\u79bb\u957f\u77ed\u4f5c\u4e3a\u76f8\u4f3c\u5ea6\u91cf\uff0c\u8ddd\u79bb\u8d8a\u5c0f\u76f8\u4f3c\u6027\u8d8a\u9ad8<\/span>\u3002<\/span><\/strong>\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c06\u5177\u6709\u6700\u5c0f\u53cc\u66f2\u7ebf\u8ddd\u79bb\u7684\u5411\u91cfd\u4f5c\u4e3ab -a + c\u53cc\u66f2\u7ebf\u6a21\u62df\u7684\u8f93\u51fa\u3002\u6211\u4eec\u5c06\u8fd9\u4e2a\u7c7b\u6bd4\u5b9e\u9a8c\u6269\u5c55\u5230Wikidata\u4e2d\u7684\u5b9e\u4f53\u5c42\u6b21\u7ed3\u6784\uff0c\u5e76\u5c1d\u8bd5\u4e86\u4e00\u4e9b\u5177\u6709\u4e0d\u540c\u5173\u7cfb\u7684\u6837\u672c\u3002<\/span><\/p>\n<\/p>\n

    \u4e0b\u8fb9\u7684\u8868\u683c\u662f\u4f7f\u7528\u6587\u7ae0\u4e2d\u7684\u7ec4\u5408\u65b9\u6cd5\u751f\u6210\u7684\u5b9e\u4f53\u5d4c\u5165\u505a\u201c\u8bcd\u7c7b\u4f3c\u95ee\u7b54\u201c\u7684\u7ed3\u679c\u3002\u5d4c\u5165\u4e3a10\u7ef4\uff0c64\u4f4d\u7cbe\u5ea6\u3002\u53ef\u4ee5\u770b\u51fa\u5d4c\u5165\u5411\u91cfd\u6b63\u786e\u7684\u56de\u7b54\u4e86\u201d\u8bcd\u7c7b\u4f3c\u201c\u95ee\u9898\u3002<\/span><\/p>\n

    \"\u96c6\u667a\"<\/p>\n

    <\/span><\/p>\n

    \n

    \n
    \n
    \n
    <\/p>\n

    \u68c0\u6d4b\u5173\u7cfb<\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n

    \"\u96c6\u667a\"<\/div>\n<\/h3>\n

    \u77e5\u8bc6\u56fe\u8c31\uff1a \u5b9e\u4f53-\u5173\u7cfb-\u5b9e\u4f53\/\u5b9e\u4f53-\u5c5e\u6027-\u5c5e\u6027\u503c<\/span><\/strong><\/span><\/p>\n<\/p>\n

    \u5728\u97f3\u4e50\u6570\u636e\u5d4c\u5165\u4e2d\uff0c\u6b4c\u66f2 – \u4e13\u8f91\u8fde\u8fb9\u6743\u91cd\u4e3a2\uff0c\u4e13\u8f91 – \u827a\u672f\u5bb6\u8fde\u8fb9\u6743\u91cd\u4e3a1.\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6743\u91cd\u548c\u5d4c\u5165\u5f0f\u5c42\u6b21\u7ed3\u6784\u901a\u8fc7\u7b80\u5355\u5730\u8ba1\u7b97\u5d4c\u5165\u70b9\u4e4b\u95f4\u7684\u53cc\u66f2\u7ebf\u8ddd\u79bb\u6765\u68c0\u6d4b\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u7c7b\u578b\u3002<\/span><\/p>\n<\/p>\n

    \u4f8b\u5982\uff0c\u7b2c\u4e00\u884c\u7684\u4e24\u9996\u6b4c\u66f2\u6765\u81ea\u7532\u58f3\u866b\u4e50\u961f\u7684\u201cSgt.Pepper’s Lonely Hearts Club Band\u201d\u4e13\u8f91\uff0c\u6587\u7ae0\u7684\u5d4c\u5165\u8bc6\u522b\u51fa\u4e86\u8fd9\u79cd\u5173\u7cfb\u3002\u63a5\u4e0b\u6765\u7b2c\u4e8c\u884c\u7684\u4e24\u9996\u6b4c\u662f\u62ab\u5934\u58eb\u4e50\u961f\u7684\u6b4c\u66f2\uff0c\u4f46\u6765\u81ea\u4e0d\u540c\u7684\u4e13\u8f91\u3002\u6700\u540e\uff0c\u6eda\u77f3\u4e50\u961f\u548cAC \/ DC\u4e50\u961f\u7684\u6b4c\u66f2\u663e\u793a\u4e3a\u65e0\u5173\uff0c\u53cc\u66f2\u7ebf\u4e2d\u8ddd\u79bb\u7684\u8fdc\u8fd1\u53ef\u4ee5\u5f88\u597d\u7684\u8868\u793a\u4e24\u9996\u6b4c\u66f2\u5b9e\u9645\u5173\u7cfb\u7684\u8fdc\u8fd1\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \"\u96c6\u667a\"<\/p>\n

    \n

    \n

    \n

    \n
    \n
    <\/p>\n

    \u5d4c\u5165\u6548\u679c<\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/h3>\n

    <\/span><\/p>\n

    \u4e0e\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u76f8\u6bd4\uff0c\u53cc\u66f2\u7a7a\u95f4\u80fd\u591f\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5c42\u6b21\u5173\u7cfb\u4fe1\u606f\u538b\u7f29\u5230\u975e\u5e38\u5c11\u7684\u7ef4\u5ea6\u3002\u4fdd\u7559\u51e0\u4e2a\u8f93\u5165\u7684\u5173\u7cfb\u56fe\u4e2d\u5b9e\u4f53\u5bf9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u901a\u8fc7\u5b9e\u9a8c\u7684\u51c6\u786e\u7387\u53ca\u53ec\u56de\u7387\u7684\u7ed3\u679c\u6211\u4eec\u5f97\u77e5\uff1a\u53cc\u66f2\u7ebf\u7a7a\u95f4\u5d4c\u5165\u901a\u8fc7\u4fdd\u6301\u5b9e\u4f53\u95f4\u7684\u8ddd\u79bb\u5b9e\u73b0\u591a\u5c42\u5d4c\u5165\u3002\u5728\u6b64\u4efb\u52a1\u4e2d\uff0c\u201c\u6b63\u786e\u201d\u4ee3\u8868\u7740\uff0c\u5982\u679c\u8f93\u5165\u56fe\u5f62\u4e2d\u7684\u5b9e\u4f53\u5bf9\u6709\u4e00\u6761\u8fde\u8fb9\uff0c\u5219\u6700\u7ec8\u5b9e\u4f53\u5d4c\u5165\u4e4b\u95f4\u7684\u53cc\u66f2\u7ebf\u8ddd\u79bb\u9664\u4ee5\u57fa\u4e8e\u8f93\u5165\u56fe\u5f62\u8ba1\u7b97\u7684\u6bd4\u4f8b\u56e0\u5b50\u4e4b\u540e\u5e94\u5f53\u4fdd\u6301\u57281\uff08\u00b10.01\uff09\u5185\u3002<\/span><\/p>\n

    \n

    \u6bcf\u4e00\u4e2a\u5d4c\u5165\u90fd\u662f\u4f7f\u7528\u6211\u4eec\u7684\u7ec4\u5408\u65b9\u6cd5\u751f\u6210\u7684\uff0c\u7ef4\u5ea6\u662f10\u7ef4\uff0c\u7cbe\u5ea6\u4e3a64\u4f4d\u3002\u4e0b\u56fe\u662fHyperE\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \"\u96c6\u667a\"<\/p>\n

    \n

    \n

    \n
    \n
    <\/p>\n

    \u53cc\u66f2\u7a7a\u95f4\u53ef\u89c6\u5316<\/strong><\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n

    <\/span><\/p>\n

    \u5728\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u4e2d\uff0c\u5706\u5468\u548c\u5706\u76d8\u533a\u57df\u5206\u522b\u968f\u534a\u5f84\u7ebf\u6027\u3001\u5e73\u65b9\u5730\u589e\u957f\u3002\u7136\u800c\uff0c\u5728\u53cc\u66f2\u7a7a\u95f4\u4e2d\uff0c\u5b83\u4eec\u90fd\u76f8\u5bf9\u4e8e\u534a\u5f84\u5448\u6307\u6570\u589e\u957f\uff0c\u8fd9\u4e00\u6027\u8d28\u7279\u522b\u6709\u5229\u4e8e\u5d4c\u5165\u6811\u578b\u7684\u5206\u5c42\u7ed3\u6784\u3002<\/span><\/p>\n<\/p>\n

    \u4e0b\u9762\u4ecb\u7ecd\u4e86\u4e0d\u540c\u5d4c\u5165\u65b9\u6cd5\u7684\u4e00\u4e9b\u53ef\u89c6\u5316\u3002\u5de6\u56fe\u662f\u4f7f\u7528\u4f5c\u8005\u57fa\u4e8e\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u7684\u4f18\u5316\u65b9\u6cd5\u5d4c\u5165\u4e00\u4e2a\u7b80\u5355\u7684\u6811\uff0c\u5b83\u6700\u5c0f\u5316\u57fa\u4e8e\u53cc\u66f2\u7ebf\u8ddd\u79bb\u7684\u635f\u5931\u51fd\u6570\u3002\u5bf9\u4e8e\u76f8\u540c\u7684\u8f93\u5165\u56fe\uff0c\u53f3\u56fe\u662f\u4f7f\u7528\u4f5c\u8005\u63d0\u51fa\u7684\u7ec4\u5408\u7ed3\u6784\uff0c\u8fd9\u662f\u4e00\u79cd\u786e\u5207\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u7cbe\u786e\u5730\u653e\u7f6e\u6811\u9876\u70b9\u3002\u5173\u4e8e\u7ec4\u5408\u7b97\u6cd5\uff0c\u5728\u4f5c\u8005\u7684\u8bba\u6587\u4e2d\u6709\u8be6\u7ec6\u7684\u9610\u8ff0\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \n

    \u8bba\u6587\u9898\u76ee\uff1aRepresentation Tradeoffs for Hyperbolic Embeddings<\/span><\/p>\n

    \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/1804.03329.pdf<\/span><\/p>\n<\/blockquote>\n

    \"\u96c6\u667a\"<\/p>\n

    \"\u96c6\u667a\"<\/p>\n

    \u4e0a\u56fe\uff1a\u4f18\u5316\u7684\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6cd5\u6784\u9020\uff0c\u4e0b\u56fe\uff1a\u7ec4\u5408\u7b97\u6cd5\u6784\u9020<\/strong><\/span><\/p>\n<\/p>\n

    <\/h3>\n

    \n

    \n
    \n
    <\/p>\n

    \u76f8\u5173\u5de5\u4f5c<\/strong><\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n

    <\/span><\/p>\n

    \u53cc\u66f2\u7ebf\u5d4c\u5165\u7684\u7814\u7a76\u662f\u7531\u6700\u8fd1\u7684\u7814\u7a76\u8bba\u6587\u63a8\u52a8\u7684\uff0c\u8fd9\u4e9b\u8bba\u6587\u8868\u660e\u53cc\u66f2\u7ebf\u8868\u793a\u9002\u7528\u4e8e\u5404\u79cd\u5c42\u6b21\u7ed3\u6784\uff0c\u5e94\u7528\u5305\u62ecTay\u7b49\u4eba\u7684\u95ee\u7b54\uff08QA\uff09\u7cfb\u7edf\u2014\u2014HyperQA \uff082017\uff09\uff0cChamberlain\u7b49\u4eba\u7684\u9876\u70b9\u5206\u7c7b\u5668\uff082017\uff09\uff0c\u4ee5\u53caNickel\uff06Kiela\uff082017\uff09\u4e2d\u7684\u94fe\u8def\u9884\u6d4b\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    Ganea\u7b49\u4eba\uff082018\uff09\u63d0\u51fa\u4e86\u5d4c\u5165\u8574\u6db5\u5173\u7cfb\uff0c\u5373\u7528\u5e26\u6709\u53cc\u66f2\u9525\u7684\u6709\u5411\u65e0\u73af\u56fe\u4f5c\u4e3a\u542f\u53d1\u5f0f\u7b97\u6cd5\u3002Dhingra\u7b49\u4eba\uff082018\uff09\u7814\u7a76\u4e86\u53cc\u66f2\u8bcd\u548c\u53e5\u5b50\u5d4c\u5165\u3002\u5176\u4e2d\u8bb8\u591a\u8bba\u6587\u4f7f\u7528\u53cc\u66f2\u7ebf\u51e0\u4f55\u7684\u5e9e\u52a0\u83b1\u6a21\u578b ;\u4f5c\u8005\u7684\u7684\u5de5\u4f5c\u548cNickel\uff06Kiela\uff082018\uff09\u8ba4\u4e3a\u5176\u4ed6\u6a21\u578b\uff0c\u5982\u53cc\u66f2\u9762\u7a7a\u95f4\u7684\u53cc\u66f2\u9762\u6a21\u578b\uff0c\u5bf9\u4e8e\u67d0\u4e9b\u4efb\u52a1\u53ef\u80fd\u66f4\u7b80\u5355\u3002\u5f53\u7136\uff0c\u603b\u662f\u53ef\u4ee5\u5728\u6a21\u578b\u4e4b\u95f4\u8fdb\u884c\u8f6c\u6362\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u6700\u8fd1\u7684\u7814\u7a76\u65b9\u6cd5\u8bd5\u56fe\u5c06\u53cc\u66f2\u7ebf\u8fd0\u7b97\u6dfb\u52a0\u5230\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002Gulcehre\u7b49\uff082018\uff09\u4f7f\u7528\u53cc\u66f2\u9762\u6a21\u578b\u5f15\u5165\u4e86\u53cc\u66f2\u7ebf\u5f62\u5f0f\u7684\u6ce8\u610f\u529b\u673a\u5236\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u53cc\u66f2\u7ebf\u8fd0\u7b97\u4e5f\u53ef\u4ee5\u5e94\u7528\u4e8e\u652f\u6301\u5411\u91cf\u673a\uff0c\u5982Cho\u7b49\u4eba\u7684\u7814\u7a76\uff082018\uff09\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    \u57fa\u4e8e\u53cc\u66f2\u7ebf\u4f18\u5316\u7684\u4e0b\u964d\u65b9\u6cd5\u4e5f\u6709\u4e86\u65b0\u7684\u5e94\u7528\u7814\u7a76; \u8fd9\u4e9b\u7814\u7a76\u4f5c\u54c1\u5305\u62ecEnokida\u7b49\uff082018\uff09\u7528\u4e8e\u6d4b\u5730\u7ebf\u66f4\u65b0\uff0cZhang\u548cSra\uff082018\uff09\u7528\u4e8e\u52a0\u901f\u9ece\u66fc\u68af\u5ea6\u6cd5\uff0c\u800cWilson\uff06Leimeister\uff082018\uff09\u7528\u4e8e\u4f7f\u7528\u53cc\u66f2\u9762\u6a21\u578b\u5728\u53cc\u66f2\u7a7a\u95f4\u4e2d\u8fdb\u884c\u68af\u5ea6\u4e0b\u964d\u3002<\/span><\/p>\n

    <\/span><\/p>\n

    <\/span><\/p>\n

    \u53c2\u8003\u6587\u732e\u53ca\u8bba\u6587\u5730\u5740<\/span><\/strong><\/span><\/p>\n

    \n

    1.HyperE (2018) Representation Tradeoffs for Hyperbolic Embeddings<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1804.03329.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    2.HyperQA \uff082017\uff09Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1707.07847.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    3.Chamberlain\uff082017\uff09Neural Embeddings of Graphs in Hyperbolic Space<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1705.10359.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    4.Nickel\uff06Kiela\uff082017\uff09Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1707.07847.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    5.Ganea (2017) Poincar\u00e9 Embeddings for Learning Hierarchical Representations<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1705.08039.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    6.Nickel\uff06Kiela\uff082018\uff09Learning Continuous Hierarchies in the Lorentz Model of Hyperbolic Geometry<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1806.03417.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    7.Gulcehre\uff082018) Hyperbolic Attention Networks<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1805.09786.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    8.Hyunghoon Cho (2018) Large-Margin Classification in Hyperbolic Space Hyunghoon Cho<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1806.00437.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    9.Enokida (2018) Stable Geodesic Update on Hyperbolic Space and its Application to Poincar\u00e9 Embeddings<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1805.10487.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    10.Zhang&Sra\uff082018\uff09Towards Riemannian Accelerated Gradient Methods<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1806.02812.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    11.Wilson\uff06Leimeister\uff082018\uff09Gradient descent in hyperbolic space<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1805.08207.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    12.Octavian-Eugen(2018) Hyperbolic Entailment Cones for Learning Hierarchical Embeddings<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1804.01882.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    13.Bhuwan Dhingra \uff082018\uff09Embedding Text in Hyperbolic Spaces<\/span><\/p>\n

    https:\/\/arxiv.org\/pdf\/1806.04313.pdf<\/span><\/p>\n

    <\/span><\/p>\n

    <\/span><\/p>\n

    \n

    \u4f5c\u8005\uff1aBeliz Gunel, Fred Sala, Albert Gu, Christopher R\u00e9<\/span><\/p>\n

    \u8bd1\u8005\uff1a\u9648\u5b5f\u56ed<\/span><\/p>\n

    \u5ba1\u6821\uff1a\u8c37\u4f1f\u4f1f<\/span><\/p>\n

    \u7f16\u8f91\uff1a\u96c6\u667a\u5c0f\u7f16<\/span><\/p>\n

    \u539f\u6587\uff1ahttps:\/\/hazyresearch.github.io\/hyperE\/<\/span><\/p>\n<\/blockquote>\n

    \n

    \n
    \n
    <\/p>\n

    \u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n

    \n

    \u6587\u5316\u4e2d\u7684\u51e0\u4f55\uff1a\u8bcd\u5d4c\u5165\u5982\u4f55\u6355\u6349\u793e\u4f1a\u6587\u5316\u7684\u5fae\u5999\u5173\u7cfb<\/a><\/strong><\/span><\/p>\n

    2018\u5e74\u6700\u597d\u7684\u8bcd\u5d4c\u5165\u53e5\u5d4c\u5165\u7efc\u8ff0<\/span><\/strong><\/a><\/p>\n

    \u8bcd\u5411\u91cf\u5e26\u4f60\u6d1e\u6089\u7f8e\u56fd\u6027\u522b\u4e0e\u79cd\u65cf\u6b67\u89c6\u767e\u5e74\u5386\u53f2<\/span><\/strong><\/span><\/a><\/p>\n

    \u590d\u6742\u7f51\u7edc\u591a\u5c3a\u5ea6\u52a8\u6001\u5d4c\u5165\u6280\u672f<\/strong><\/a><\/p>\n

    \u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/span><\/p>\n

    \"\u96c6\u667a\"<\/p>\n

    https:\/\/campus.swarma.org<\/span><\/p>\n

    \n
    \n
    \"\u96c6\u667a\"<\/div>\n
    \n
    \n
    \n
    \n
    \n
    \n

    \u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c292641157<\/span><\/strong><\/p>\n

    \u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n

    \n

    \u25c6<\/span>\u25c6<\/span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n

    \u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n

    <\/span><\/strong><\/span><\/p>\n

    \u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n

    \n
    \"\u96c6\u667a\"<\/div>\n<\/section>\n

    \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

    \n

    \u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a \u96c6\u667a\u4ff1\u4e50\u90e8 <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

    \u57c3\u820d\u5c14\u7248\u7248\u753b\u662f\u63cf\u7ed8\u4e86\u53cc\u66f2\u7a7a\u95f4 \u5bfc\u8bed \u5eb7\u5948\u5c14\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u6559\u6388Chris De Sa \u4e0e\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u751fAlbert Gu\u643a\u624b\u6784\u5efa\u51fa\u9ad8\u6548\u7684\u5d4c\u5165\u7b97\u6cd5\u2014\u2014\u4f7f\u7528\u53cc\u66f2\u7ebf\u7ec4\u5408\u7ed3\u6784\u5d4c\u5165\u7b97\u6cd5\uff0c\u4ee5\u66f4\u4f4e\u7684\u7ef4\u5ea6\u66f4\u597d\u5730\u5d4c\u5165\u6587\u672c\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\u3002 \u7f16\u8bd1\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8\u7ffb\u8bd1\u7ec4 \u539f\u9898\uff1aHyperE: Hype…<\/p>\n","protected":false},"author":1,"featured_media":11061,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19,18],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/11059"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=11059"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/11059\/revisions"}],"predecessor-version":[{"id":11077,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/11059\/revisions\/11077"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/11061"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11059"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=11059"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=11059"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=11059"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}