\u6b64\u6b21\u593a\u51a0\u7684\u641c\u72d7\u56e2\u961f\u6765\u81ea\u641c\u72d7\u641c\u7d22AI\u7814\u7a76\u56e2\u961f\uff0c\u6a21\u578b\u5219\u662fBERT + Answer Verification(\u5355\u4e00\u6a21\u578b)\u3002<\/p>\n
\u4ece9\u6708\u4efd\u53d1\u5e03\u5230\u73b0\u5728\uff0cCoQA\u5927\u8d5b\u5df2\u7ecf\u5438\u5f15\u4e86\u56fd\u5185\u5916\u4f17\u591a\u77e5\u540d\u7814\u7a76\u673a\u6784\u548c\u9ad8\u6821\uff0c\u5305\u62ec\u5fae\u8f6f\u3001\u8baf\u98de\u3001\u6e05\u534e\u3001\u590d\u65e6\uff0c\u65af\u5766\u798f\u7b49\u7b49\uff0c\u7ade\u4e89\u5f02\u5e38\u6fc0\u70c8\u3002<\/p>\n
\u5728\u4e0d\u5230\u4e00\u4e2a\u6708\u65f6\u95f4\u5185\uff0cCoQA\u6311\u6218\u8d5b\u699c\u9996\u5df2\u7ecf3\u6b21\u6613\u4e3b\u3002<\/p>\n
1\u67083\u65e5\uff0c\u641c\u72d7\u4ee582.8%\u7684\u6210\u7ee9\u7a33\u7a33\u5360\u636e\u699c\u9996\u4f4d\u7f6e\uff0c\u5168\u9762\u5237\u65b0CoQA\u6240\u6709\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n
\u5e76\u4e14\uff0c\u641c\u72d7\u7684\u7b97\u6cd5\u662fCoQA\u7684\u9886\u57df\u5916\uff08out-of-domain\uff09\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u9996\u4e2a\u8d85\u8fc780\uff05\u7684\u6a21\u578b\u3002<\/p>\n
CoQA\u4e4b\u96be<\/span><\/h1>\nCoQA\u5927\u8d5b\u7a76\u7adf\u6709\u4f55\u7279\u522b\u4e4b\u5904\uff1f<\/p>\n
\u5982\u679c\u975eNLP\u4ece\u4e1a\u8005\uff0c\u5bf9\u4e8eCoQA\u53ef\u80fd\u4f1a\u6709\u4e9b\u8bb8\u964c\u751f\u3002\u4f60\u53ef\u80fd\u4f1a\u597d\u5947\uff0c\u4e0d\u5230\u534a\u5e74\u7684\u65f6\u95f4\u91cc\uff0c\u4e3a\u4f55\u5404\u5927\u516c\u53f8\u3001\u9ad8\u6821\u90fd\u5728\u52aa\u529b\u653b\u514bCoQA\uff1f<\/p>\n
\u8fd9\u5c31\u8981\u4ece\u53bb\u5e74\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\u8c08\u8d77\u3002<\/p>\n
2018\u5e74\u662fNLP\u53d6\u5f97\u91cd\u5927\u8fdb\u5c55\u7684\u4e00\u5e74\uff0cBERT\u51fa\u73b0\uff0c\u6a2a\u626b\u5404\u5927NLP\u6d4b\u8bd5\uff0c\u5237\u65b0\u4e86SQuAD\u6210\u7ee9\u3002<\/p>\n
\u9664\u4e86\u7b97\u6cd5\u4ee5\u5916\uff0cNLP\u9886\u57df\u7684\u4e00\u9879\u91cd\u8981\u5e94\u7528\u95ee\u7b54\u7cfb\u7edf\uff08QA\uff09\u4e5f\u5728\u8fd9\u4e00\u5e74\u6084\u7136\u6539\u53d8\u3002<\/p>\n
SQuAD\u6d4b\u8bd5\u5df2\u7ecf\u9010\u6e10\u8ddf\u4e0d\u4e0a\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u53d1\u5c55\uff0c\u884c\u4e1a\u6025\u9700\u4e00\u4e2a\u66f4\u5177\u6709\u6311\u6218\u6027\u3001\u66f4\u667a\u80fd\u7684QA\u6311\u6218\u3002\u53d6\u800c\u4ee3\u4e4b\u7684\u662f\u4eca\u5e748\u6708\u4e0a\u7ebf\u7684CoQA\u3002<\/p>\n
\u5982\u679c\u8bf4SQuAD\u50cf\u662f\u505a\u82f1\u6587\u9605\u8bfb\u7406\u89e3\uff0c\u90a3CoQA\u66f4\u50cf\u662f\u6a21\u62df\u771f\u5b9e\u7684\u4eba\u7c7b\u5bf9\u8bdd\u3002<\/strong><\/p>\nCoQA\u5305\u542b\u4ece8000\u591a\u4e2a\u5bf9\u8bdd\u4e2d\u6536\u96c6\u7684127,000\u591a\u4e2a\u95ee\u7b54\u3002\u6bcf\u4e2a\u5bf9\u8bdd\u90fd\u662f\u901a\u8fc7\u5c06\u4e24\u4e2a\u4eba\u914d\u5bf9\uff0c\u4ee5\u95ee\u7b54\u5bf9\u8bdd\u804a\u5929\u5f62\u5f0f\u6536\u96c6\u7684\u3002<\/p>\n
CoQA\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff1a<\/p>\n
1\u3001\u95ee\u9898\u4e0d\u662fSQuAD\u7684\u4e00\u95ee\u4e00\u7b54\uff0c\u800c\u662f\u591a\u8f6e\u5bf9\u8bdd\u5f62\u5f0f\u7684\uff1b2\u3001\u7b54\u6848\u53ef\u4ee5\u662f\u81ea\u7531\u683c\u5f0f\u7684\u6587\u672c\uff1b3\u3001\u6bcf\u4e2a\u7b54\u6848\u8fd8\u9644\u6709\u6bb5\u843d\u4e2d\u7684\u8bc1\u636e\u5b50\u5e8f\u5217\uff1b4\u3001\u6d4b\u8bd5\u96c6\u5305\u542b\u4e03\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u8d44\u6599\u3002<\/p>\n
QA\u591a\u8f6e\u5bf9\u8bdd\u66f4\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\uff0c\u5e94\u7528\u524d\u666f\u5e7f\u9614\u3002\u6bd4\u5982\u53bb\u5e74\u8c37\u6b4c\u53d1\u5e03\u7684AI\u6253\u7535\u8bdd\uff0c\u751a\u81f3\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\uff0c\u5c31\u662fQA\u591a\u8f6e\u5bf9\u8bdd\u7684\u4e00\u4e2a\u843d\u5730\u573a\u666f\u3002<\/p>\n
\u53e6\u5916\uff0c\u6bd4\u8d5b\u5b98\u65b9\u63d0\u4f9b\u7684\u8bad\u7ec3\u6570\u636e\u6765\u81ea5\u4e2a\u9886\u57df\u7684\u6587\u7ae0\uff0c\u800c\u6d4b\u8bd5\u96c6\u8fd8\u591a\u51fa\u4e24\u4e2a\u5176\u4ed6\u9886\u57df\uff08reddit\u8bba\u575b\u3001science\u7f51\u7ad9\uff09\u7684\u6587\u7ae0\uff0c\u66f4\u8003\u9a8cNLP\u201c\u4e3e\u4e00\u53cd\u4e09\u201d\u7684\u80fd\u529b\u3002<\/p>\n
\u6bd4\u8d5b\u699c\u5355\u5305\u542b\u4e24\u4e2a\u90e8\u5206\uff0c\u9886\u57df\u5185\uff08In-domain\uff09\u662f\u6307\u6d4b\u8bd5\u96c6\u201c\u8003\u9898\u201d\u4e0e\u8bad\u7ec3\u96c6\u6765\u81ea\u76f8\u540c\u9886\u57df\uff0c\u9886\u57df\u5916\uff08out-of-domain\uff09\u662f\u6d4b\u8bd5\u96c6\u201c\u8003\u9898\u201d\u6765\u81ea\u8bad\u7ec3\u96c6\u4e4b\u5916\u76842\u4e2a\u9886\u57df\uff0c\u6d4b\u8bd5\u7684\u662f\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3002<\/p>\n
\u641c\u72d7\u8fd9\u4e24\u4e2a\u6d4b\u8bd5\u7684\u5f97\u5206\u5206\u522b\u662f83.8\u548c80.2\uff0c\u90fd\u662f\u6392\u540d\u7b2c\u4e00\uff0c\u5e76\u4e14\u4e24\u90e8\u5206\u5206\u5dee\u5728\u6240\u6709\u53c2\u8d5b\u56e2\u961f\u4e2d\u6700\u5c0f\uff0c\u4f53\u73b0\u4e86\u641c\u72d7\u6a21\u578b\u5728\u9605\u8bfb\u7406\u89e3\u4e0a\u7684\u901a\u7528\u6cdb\u5316\u80fd\u529b\u3002<\/strong><\/p>\n\u5982\u4f55\u8bc4\u4ef7\u641c\u72d7\u6a21\u578b\uff1f<\/span><\/h1>\n\u6ca1\u6709\u968f\u968f\u4fbf\u4fbf\u7684\u6210\u529f\u3002<\/p>\n
\u4ece\u53bb\u5e74BERT\u6a21\u578b\u6a2a\u7a7a\u51fa\u4e16\u4ee5\u6765\uff0c\u641c\u72d7\u5c31\u5f00\u59cb\u601d\u7d22\u5c06\u5176\u4e0e\u81ea\u5bb6\u7684\u7814\u7a76\u6210\u679c\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n
\u672c\u6b21\u53c2\u52a0CoQA\u6bd4\u8d5b\u7684\u6a21\u578b\u5c31\u662fBERT\u4e0eAnswer Verification\u7684\u7ed3\u5408\u3002\u641c\u72d7\u521b\u65b0\u6027\u5730\u5728BERT\u7684\u8f93\u51fa\u5c42\u4e2d\u52a0\u5165\u63a8\u7406\u5224\u65ad\u7f51\u7edc\uff0c\u7528\u4e8e\u89e3\u51b3\u539f\u6587\u4e2d\u65e0\u6cd5\u76f4\u63a5\u627e\u5230\u7b54\u6848\u7684\u60c5\u5f62\u3002<\/p>\n
\u8fd9\u4e2a\u63a8\u7406\u5224\u65ad\u7f51\u7edc\u5c31\u662f\u641c\u72d7\u91c7\u7528\u7684\u6709\u8bc1\u636e\u652f\u6491\u7684\u201c\u7b54\u6848\u62bd\u53d6\u7f51\u7edc\u201d\uff08Answer Verification\uff09\u3002\u5b83\u80fd\u5e94\u7528\u6ce8\u610f\u529b\uff08Attention\uff09\u548c\u81ea\u6ce8\u610f\u529b\uff08Self-attention\uff09\u673a\u5236\uff0c\u5c06\u5bf9\u8bdd\u95ee\u9898\u548c\u6750\u6599\u8fdb\u884c\u6574\u4f53\u7f16\u7801\uff0c\u63a8\u7406\u51fa\u7b54\u6848\u3002<\/p>\n
\u641c\u72d7\u8ba4\u4e3a\u4eba\u5728\u9605\u8bfb\u7406\u89e3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5bfb\u627e\u652f\u6491\u7b54\u6848\u7684\u6587\u672c\u548c\u9009\u62e9\u7cbe\u51c6\u7b54\u6848\u7684\u8fc7\u7a0b\u662f\u76f8\u4e92\u4ea4\u7ec7\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u201c\u7b54\u6848\u62bd\u53d6\u7f51\u7edc\u201d\u4e5f\u6548\u4eff\u4eba\u7c7b\u7684\u601d\u8003\u6a21\u5f0f\uff0c\u4f7f\u5f97\u7b54\u6848\u62bd\u53d6\u6709\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u652f\u6491\u3002<\/p>\n
\u4e3a\u4e86\u8ba9AI\u5bf9\u5f53\u524d\u8f6e\u5bf9\u8bdd\u95ee\u9898\u6709\u66f4\u597d\u5730\u7406\u89e3\uff0c\u641c\u72d7\u6a21\u578b\u5c06\u5386\u53f2\u5bf9\u8bdd\u7684\u95ee\u9898\u548c\u7b54\u6848\u540c\u5f53\u524d\u8f6e\u95ee\u9898\u4e00\u8d77\u8f93\u5165\u5230\u7f51\u7edc\u4e2d\uff0c\u4ece\u800c\u63d0\u5347\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n
\u540c\u65f6\uff0c\u641c\u72d7\u5728\u8bad\u7ec3\u4e2d\u5bf9BERT\u7684\u9884\u8bad\u7ec3\u53c2\u6570\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n
\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u641c\u72d7\u56e2\u961f\u7684\u4e0a\u8ff0\u8bbe\u8ba1\u7b56\u7565\u663e\u8457\u63d0\u5347\u4e86\u5728CoQA\u6d4b\u8bd5\u4e0a\u7684\u6548\u679c\u3002<\/p>\n
\u8fd9\u79cd\u7b97\u6cd5\u80fd\u7efc\u5408\u8003\u8651\u7b54\u6848\u62bd\u53d6\u548c\u8bc1\u636e\u5bf9\u7b54\u6848\u7684\u652f\u6491\u4f5c\u7528\uff0c\u540c\u65f6\u878d\u5165\u5bf9\u8bdd\u5386\u53f2\u7684\u95ee\u9898\u548c\u7b54\u6848\u4fe1\u606f\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5bf9\u5f53\u524d\u95ee\u9898\u7684\u7406\u89e3\u548c\u56de\u7b54\u7684\u51c6\u786e\u6027\u3002\u5176\u6709\u4e24\u5927\u4eae\u70b9\uff1a<\/p>\n
1) \u6709\u8bc1\u636e\u652f\u6491\u7684\u7b54\u6848\u9009\u62e9<\/strong>\uff1a<\/p>\n\u4eba\u7c7b\u505a\u9605\u8bfb\u7406\u89e3\u662f\u4e00\u4e2a\u627e\u56de\u7b54\u4e86\u95ee\u9898\u7684\u53e5\u5b50\u548c\u63d0\u70bc\u7cbe\u786e\u7b54\u6848\u540c\u65f6\u8fdb\u884c\u7684\u8fc7\u7a0b\uff0c\u641c\u72d7\u7684\u7b97\u6cd5\u521b\u65b0\u6027\u7684\u6a21\u62df\u4e86\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u505a\u5230\u4e86\u6709\u8bc1\u636e\u6587\u672c\u652f\u6491\u7684\u7b54\u6848\u9009\u62e9\u3002<\/p>\n
2) \u63a8\u7406\u7c7b\u7b54\u6848\u7684\u7406<\/strong>\uff1a<\/p>\nCoQA\u6bd4\u8d5b\u7684\u95ee\u9898\u4e2d\uff0c\u6709\u76f8\u5f53\u90e8\u5206\u7684\u95ee\u9898\u662f\u539f\u6587\u4e2d\u65e0\u76f4\u63a5\u7b54\u6848\uff0c\u9700\u8981\u901a\u8fc7\u63a8\u7406\u624d\u80fd\u5f97\u51fa\u3002\u641c\u72d7\u7684\u7b97\u6cd5\u5c06\u63a8\u7406\u8f6c\u6362\u6210\u5206\u7c7b\u95ee\u9898\uff0c\u901a\u8fc7\u95ee\u9898-\u6750\u6599\u7684\u6574\u4f53\u7f16\u7801\uff0c\u627e\u5230\u63a8\u7406\u7b54\u6848\u3002<\/p>\n
\u524d\u6cbf\u6280\u672f\u5df2\u843d\u5730<\/span><\/h1>\n\u5f53\u7136\uff0c\u6216\u8bb8\u4f60\u4e5f\u597d\u5947\uff0c\u641c\u72d7\u62ff\u4e0b\u8fd9\u6837\u7684\u201c\u51a0\u519b\u201d\u6709\u4f55\u7528\uff1f<\/p>\n
\u641c\u72d7\u65b9\u9762\u56de\u7b54\uff0c\u4ece\u53bb\u5e749\u6708\u51b3\u5b9a\u53c2\u8d5b\u5230\u79f0\u9738\u699c\u9996\uff0c\u641c\u72d7\u6295\u5165\u5927\u91cf\u65f6\u95f4\u548c\u4eba\u529b\u7269\u529b\u53c2\u52a0CoQA\u5927\u8d5b\uff0c\u5e76\u975e\u53ea\u770b\u91cd\u201c\u8dd1\u5206\u201d\u3002<\/p>\n
\u56e0\u4e3a\u641c\u72d7\u4e00\u76f4\u575a\u6301\u63a2\u7d22\u4ee5\u8bed\u8a00\u4e3a\u6838\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u6218\u7565\uff0cAI\u95ee\u7b54\u4e4b\u4e8e\u641c\u72d7\u7684\u91cd\u8981\u610f\u4e49\uff0c\u4e0d\u8a00\u81ea\u660e<\/strong>\u3002<\/strong><\/p>\n\u800c\u4e14\u4ee5\u6280\u672f\u548c\u4ea7\u54c1\u77e5\u540d\u7684\u641c\u72d7\uff0c\u5df2\u5c06\u524d\u6cbf\u6280\u672f\u6210\u679c\u5728\u4ea7\u54c1\u4e2d\u843d\u5730\u3002<\/p>\n
\u667a\u80fd\u97f3\u7bb1<\/span><\/h2>\n\u6bd4\u5982\u53bb\u5e74\u5927\u70ed\u7684\u667a\u80fd\u97f3\u7bb1\uff0c\u5c31\u662f\u95ee\u7b54\u670d\u52a1\u7684\u4e00\u4e2a\u5929\u7136\u5e94\u7528\u573a\u666f\uff0cBAT\u7b49\u516c\u53f8\u90fd\u5728\u5e03\u5c40\u3002\u53bb\u5e74\u534e\u4e3a\u4e5f\u6740\u5165\u6218\u573a\uff0c\u800c\u80cc\u540e\u6b63\u662f\u6709\u641c\u72d7\u95ee\u7b54\u6280\u672f\u7684\u652f\u6301\u3002<\/p>\n
\u7136\u800c\u4e16\u9762\u4e0a\u4e0d\u5c11\u667a\u80fd\u97f3\u7bb1\u4ea7\u54c1\uff0c\u53ea\u80fd\u7528\u5728\u7b80\u5355\u95ee\u7b54\u7684\u9e21\u808b\u573a\u666f\u3002<\/p>\n
\u534e\u4e3aAI\u97f3\u7bb1\uff0c\u5728\u5404\u79cd\u65b9\u6848PK\u540e\uff0c\u9009\u62e9\u4e86\u642d\u8f7d\u641c\u72d7\u7684\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u7cfb\u7edf\u5373\u53ef\u201c\u542c\u61c2\u201d\u7528\u6237\u7684\u8bdd\uff0c\u5e76\u76f4\u63a5\u201c\u56de\u590d\u201d\u7528\u6237\u60f3\u8981\u7684\u4fe1\u606f\u3002\u8ba9\u667a\u80fd\u97f3\u7bb1\u771f\u6b63\u505a\u5230\u9ad8\u6548\u4fbf\u6377\uff0c\u800c\u4e0d\u662f\u8ba9\u4eba\u53bb\u8fc1\u5c31\u4ea7\u54c1\u3002<\/p>\n
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\u5c06AI\u95ee\u7b54\u7528\u5728\u4e13\u4e1a\u9886\u57df\u7684\u641c\u7d22\u4f1a\u64e6\u51fa\u600e\u6837\u7684\u706b\u82b1\uff1f<\/p>\n
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\u5168\u7403\u89c6\u89d2\u770b\u672a\u6765<\/span><\/h1>\n\u5982\u4e0a\u6587\u6240\u8ff0\uff0c\u9664\u4e86\u641c\u72d7\u4ee5\u5916\uff0c\u53c2\u52a0CoQA\u7684\u8fd8\u6709\u5fae\u8f6f\u3001\u827e\u4f26\u7814\u7a76\u9662\uff08AI2\uff09\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66COAI\u5b9e\u9a8c\u5ba4\u3001\u5317\u4eac\u5927\u5b66\u3001\u590d\u65e6\u5927\u5b66\u3001\u5317\u4eac\u90ae\u7535\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u6280\u5927\u5b66\u7b49\u77e5\u540d\u9876\u7ea7\u516c\u53f8\u548c\u673a\u6784\u3002<\/p>\n
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CoQA\u5927\u8d5b\u662f\u8d77\u70b9\uff0c\u4f46\u4e5f\u662f\u76ee\u524d\u8be5\u9886\u57df\u5168\u7403\u8303\u56f4\u5185\u6700\u6743\u5a01\u7684\u53c2\u7167\u4e4b\u4e00\u3002<\/p>\n
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*\u672c\u6587\u4f5c\u8005\u5173\u6ce8\u524d\u6cbf\u79d1\u6280\uff0c\u7531\u65b0\u82bdNewSeed\u5408\u4f5c\u4f19\u4f34\u91cf\u5b50\u4f4d\u6388\u6743\u53d1\u5e03\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u539f\u51fa\u5904\u3002\u5982\u5185\u5bb9\u3001\u56fe\u7247\u6709\u4efb\u4f55\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u65b0\u82bdNewSeed\u5904\u7406\u3002 \u5206\u4eab\u957f\u5fae\u535a \u5206\u4eab\u5230\u5fae\u4fe1 CoQA \u641c\u72d7 AI <\/p>\n
\u76f8\u5173\u9886\u57df\u7684\u6295\u8d44\u4eba<\/h4>\n\n-
![\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe\"](\"http:\/\/www.newseed.cn\/00\" "\\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe\\"")
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<\/span><\/h3>\n\n-
![\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe1\"](\"https:\/\/pic2.pedaily.cn\/default\/company1\/product\/306038.jpg\" "\\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe1\\"")
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\u5218\u65f7<\/span> \u00b7<\/span> 2019\/1\/14 9:47:00<\/span> \u4eba\u5de5\u667a\u80fd <\/li>\n-
![\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe2\"](\"https:\/\/pic2.pedaily.cn\/default\/com\/logo\/\u767e\u5ea6.jpg\" "\\"\u4e2d\u56fdAI\u519b\u56e2\u4e89\u9738\u673a\u5668\u9605\u8bfb\u7406\u89e3\u5927\u8d5b\uff0c\u641c\u72d7\u521b\u4e0b\u5168\u7403\u65b0\u7eaa\u5f55\u63d2\u56fe2\\"")
\n\u767e\u5ea6\u4e912019\u843d\u5730\u7b2c\u4e00\u67aa\u6253\u54cd\uff1a\u4e24\u6b3e\u667a\u80fd\u8fb9\u7f18\u786c\u4ef6\uff0c\u8ba9\u57ce\u5e02\u73af\u536b\u3001\u519c\u836f\u55b7\u6d12\u90fdAI\u8d77\u6765<\/h3>\n
\u91cf\u5b50\u4f4d<\/span> \u00b7<\/span> 2019\/1\/11 10:16:00<\/span> \u767e\u5ea6\u4e91 \u667a\u80fd\u786c\u4ef6 AI\u76d2\u5b50 BIE-AI-BOARD <\/li>\n-
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\u91cf\u5b50\u4f4d<\/span> \u00b7<\/span> 2019\/1\/11 10:09:00<\/span> \u534e\u4e3aCloudEngine 16800 AI <\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"\u5237\u699c\u593a\u51a0CoQA\u5927\u8d5b\uff0c\u5bf9\u641c\u72d7\u6765\u8bf4\u53ea\u662f\u6280\u672f\u5b9e\u529b\u8bc1\u660e\u7684\u725b\u5200\u5c0f\u8bd5\uff0c\u4e5f\u662f\u641c\u72d7\u641c\u7d22\u56e2\u961f\u5728\u524d\u6cbf\u6280\u672f\u7814\u7a76\u3001\u5e94\u7528\u548c\u4ea7\u54c1\u843d\u5730\u65b9\u9762…<\/p>\n","protected":false},"author":45,"featured_media":3513,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[283],"class_list":["post-3512","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-283"],"_links":{"self":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/users\/45"}],"replies":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3512"}],"version-history":[{"count":0,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3512\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/media\/3513"}],"wp:attachment":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3512"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
CoQA\u5305\u542b\u4ece8000\u591a\u4e2a\u5bf9\u8bdd\u4e2d\u6536\u96c6\u7684127,000\u591a\u4e2a\u95ee\u7b54\u3002\u6bcf\u4e2a\u5bf9\u8bdd\u90fd\u662f\u901a\u8fc7\u5c06\u4e24\u4e2a\u4eba\u914d\u5bf9\uff0c\u4ee5\u95ee\u7b54\u5bf9\u8bdd\u804a\u5929\u5f62\u5f0f\u6536\u96c6\u7684\u3002<\/p>\n
CoQA\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff1a<\/p>\n
1\u3001\u95ee\u9898\u4e0d\u662fSQuAD\u7684\u4e00\u95ee\u4e00\u7b54\uff0c\u800c\u662f\u591a\u8f6e\u5bf9\u8bdd\u5f62\u5f0f\u7684\uff1b2\u3001\u7b54\u6848\u53ef\u4ee5\u662f\u81ea\u7531\u683c\u5f0f\u7684\u6587\u672c\uff1b3\u3001\u6bcf\u4e2a\u7b54\u6848\u8fd8\u9644\u6709\u6bb5\u843d\u4e2d\u7684\u8bc1\u636e\u5b50\u5e8f\u5217\uff1b4\u3001\u6d4b\u8bd5\u96c6\u5305\u542b\u4e03\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u8d44\u6599\u3002<\/p>\n
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\u53e6\u5916\uff0c\u6bd4\u8d5b\u5b98\u65b9\u63d0\u4f9b\u7684\u8bad\u7ec3\u6570\u636e\u6765\u81ea5\u4e2a\u9886\u57df\u7684\u6587\u7ae0\uff0c\u800c\u6d4b\u8bd5\u96c6\u8fd8\u591a\u51fa\u4e24\u4e2a\u5176\u4ed6\u9886\u57df\uff08reddit\u8bba\u575b\u3001science\u7f51\u7ad9\uff09\u7684\u6587\u7ae0\uff0c\u66f4\u8003\u9a8cNLP\u201c\u4e3e\u4e00\u53cd\u4e09\u201d\u7684\u80fd\u529b\u3002<\/p>\n
\u6bd4\u8d5b\u699c\u5355\u5305\u542b\u4e24\u4e2a\u90e8\u5206\uff0c\u9886\u57df\u5185\uff08In-domain\uff09\u662f\u6307\u6d4b\u8bd5\u96c6\u201c\u8003\u9898\u201d\u4e0e\u8bad\u7ec3\u96c6\u6765\u81ea\u76f8\u540c\u9886\u57df\uff0c\u9886\u57df\u5916\uff08out-of-domain\uff09\u662f\u6d4b\u8bd5\u96c6\u201c\u8003\u9898\u201d\u6765\u81ea\u8bad\u7ec3\u96c6\u4e4b\u5916\u76842\u4e2a\u9886\u57df\uff0c\u6d4b\u8bd5\u7684\u662f\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3002<\/p>\n
\u641c\u72d7\u8fd9\u4e24\u4e2a\u6d4b\u8bd5\u7684\u5f97\u5206\u5206\u522b\u662f83.8\u548c80.2\uff0c\u90fd\u662f\u6392\u540d\u7b2c\u4e00\uff0c\u5e76\u4e14\u4e24\u90e8\u5206\u5206\u5dee\u5728\u6240\u6709\u53c2\u8d5b\u56e2\u961f\u4e2d\u6700\u5c0f\uff0c\u4f53\u73b0\u4e86\u641c\u72d7\u6a21\u578b\u5728\u9605\u8bfb\u7406\u89e3\u4e0a\u7684\u901a\u7528\u6cdb\u5316\u80fd\u529b\u3002<\/strong><\/p>\n \u6ca1\u6709\u968f\u968f\u4fbf\u4fbf\u7684\u6210\u529f\u3002<\/p>\n \u4ece\u53bb\u5e74BERT\u6a21\u578b\u6a2a\u7a7a\u51fa\u4e16\u4ee5\u6765\uff0c\u641c\u72d7\u5c31\u5f00\u59cb\u601d\u7d22\u5c06\u5176\u4e0e\u81ea\u5bb6\u7684\u7814\u7a76\u6210\u679c\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n \u672c\u6b21\u53c2\u52a0CoQA\u6bd4\u8d5b\u7684\u6a21\u578b\u5c31\u662fBERT\u4e0eAnswer Verification\u7684\u7ed3\u5408\u3002\u641c\u72d7\u521b\u65b0\u6027\u5730\u5728BERT\u7684\u8f93\u51fa\u5c42\u4e2d\u52a0\u5165\u63a8\u7406\u5224\u65ad\u7f51\u7edc\uff0c\u7528\u4e8e\u89e3\u51b3\u539f\u6587\u4e2d\u65e0\u6cd5\u76f4\u63a5\u627e\u5230\u7b54\u6848\u7684\u60c5\u5f62\u3002<\/p>\n \u8fd9\u4e2a\u63a8\u7406\u5224\u65ad\u7f51\u7edc\u5c31\u662f\u641c\u72d7\u91c7\u7528\u7684\u6709\u8bc1\u636e\u652f\u6491\u7684\u201c\u7b54\u6848\u62bd\u53d6\u7f51\u7edc\u201d\uff08Answer Verification\uff09\u3002\u5b83\u80fd\u5e94\u7528\u6ce8\u610f\u529b\uff08Attention\uff09\u548c\u81ea\u6ce8\u610f\u529b\uff08Self-attention\uff09\u673a\u5236\uff0c\u5c06\u5bf9\u8bdd\u95ee\u9898\u548c\u6750\u6599\u8fdb\u884c\u6574\u4f53\u7f16\u7801\uff0c\u63a8\u7406\u51fa\u7b54\u6848\u3002<\/p>\n \u641c\u72d7\u8ba4\u4e3a\u4eba\u5728\u9605\u8bfb\u7406\u89e3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5bfb\u627e\u652f\u6491\u7b54\u6848\u7684\u6587\u672c\u548c\u9009\u62e9\u7cbe\u51c6\u7b54\u6848\u7684\u8fc7\u7a0b\u662f\u76f8\u4e92\u4ea4\u7ec7\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u201c\u7b54\u6848\u62bd\u53d6\u7f51\u7edc\u201d\u4e5f\u6548\u4eff\u4eba\u7c7b\u7684\u601d\u8003\u6a21\u5f0f\uff0c\u4f7f\u5f97\u7b54\u6848\u62bd\u53d6\u6709\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u652f\u6491\u3002<\/p>\n \u4e3a\u4e86\u8ba9AI\u5bf9\u5f53\u524d\u8f6e\u5bf9\u8bdd\u95ee\u9898\u6709\u66f4\u597d\u5730\u7406\u89e3\uff0c\u641c\u72d7\u6a21\u578b\u5c06\u5386\u53f2\u5bf9\u8bdd\u7684\u95ee\u9898\u548c\u7b54\u6848\u540c\u5f53\u524d\u8f6e\u95ee\u9898\u4e00\u8d77\u8f93\u5165\u5230\u7f51\u7edc\u4e2d\uff0c\u4ece\u800c\u63d0\u5347\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n \u540c\u65f6\uff0c\u641c\u72d7\u5728\u8bad\u7ec3\u4e2d\u5bf9BERT\u7684\u9884\u8bad\u7ec3\u53c2\u6570\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n \u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u641c\u72d7\u56e2\u961f\u7684\u4e0a\u8ff0\u8bbe\u8ba1\u7b56\u7565\u663e\u8457\u63d0\u5347\u4e86\u5728CoQA\u6d4b\u8bd5\u4e0a\u7684\u6548\u679c\u3002<\/p>\n \u8fd9\u79cd\u7b97\u6cd5\u80fd\u7efc\u5408\u8003\u8651\u7b54\u6848\u62bd\u53d6\u548c\u8bc1\u636e\u5bf9\u7b54\u6848\u7684\u652f\u6491\u4f5c\u7528\uff0c\u540c\u65f6\u878d\u5165\u5bf9\u8bdd\u5386\u53f2\u7684\u95ee\u9898\u548c\u7b54\u6848\u4fe1\u606f\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5bf9\u5f53\u524d\u95ee\u9898\u7684\u7406\u89e3\u548c\u56de\u7b54\u7684\u51c6\u786e\u6027\u3002\u5176\u6709\u4e24\u5927\u4eae\u70b9\uff1a<\/p>\n 1) \u6709\u8bc1\u636e\u652f\u6491\u7684\u7b54\u6848\u9009\u62e9<\/strong>\uff1a<\/p>\n \u4eba\u7c7b\u505a\u9605\u8bfb\u7406\u89e3\u662f\u4e00\u4e2a\u627e\u56de\u7b54\u4e86\u95ee\u9898\u7684\u53e5\u5b50\u548c\u63d0\u70bc\u7cbe\u786e\u7b54\u6848\u540c\u65f6\u8fdb\u884c\u7684\u8fc7\u7a0b\uff0c\u641c\u72d7\u7684\u7b97\u6cd5\u521b\u65b0\u6027\u7684\u6a21\u62df\u4e86\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u505a\u5230\u4e86\u6709\u8bc1\u636e\u6587\u672c\u652f\u6491\u7684\u7b54\u6848\u9009\u62e9\u3002<\/p>\n 2) \u63a8\u7406\u7c7b\u7b54\u6848\u7684\u7406<\/strong>\uff1a<\/p>\n CoQA\u6bd4\u8d5b\u7684\u95ee\u9898\u4e2d\uff0c\u6709\u76f8\u5f53\u90e8\u5206\u7684\u95ee\u9898\u662f\u539f\u6587\u4e2d\u65e0\u76f4\u63a5\u7b54\u6848\uff0c\u9700\u8981\u901a\u8fc7\u63a8\u7406\u624d\u80fd\u5f97\u51fa\u3002\u641c\u72d7\u7684\u7b97\u6cd5\u5c06\u63a8\u7406\u8f6c\u6362\u6210\u5206\u7c7b\u95ee\u9898\uff0c\u901a\u8fc7\u95ee\u9898-\u6750\u6599\u7684\u6574\u4f53\u7f16\u7801\uff0c\u627e\u5230\u63a8\u7406\u7b54\u6848\u3002<\/p>\n \u5f53\u7136\uff0c\u6216\u8bb8\u4f60\u4e5f\u597d\u5947\uff0c\u641c\u72d7\u62ff\u4e0b\u8fd9\u6837\u7684\u201c\u51a0\u519b\u201d\u6709\u4f55\u7528\uff1f<\/p>\n \u641c\u72d7\u65b9\u9762\u56de\u7b54\uff0c\u4ece\u53bb\u5e749\u6708\u51b3\u5b9a\u53c2\u8d5b\u5230\u79f0\u9738\u699c\u9996\uff0c\u641c\u72d7\u6295\u5165\u5927\u91cf\u65f6\u95f4\u548c\u4eba\u529b\u7269\u529b\u53c2\u52a0CoQA\u5927\u8d5b\uff0c\u5e76\u975e\u53ea\u770b\u91cd\u201c\u8dd1\u5206\u201d\u3002<\/p>\n \u56e0\u4e3a\u641c\u72d7\u4e00\u76f4\u575a\u6301\u63a2\u7d22\u4ee5\u8bed\u8a00\u4e3a\u6838\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u6218\u7565\uff0cAI\u95ee\u7b54\u4e4b\u4e8e\u641c\u72d7\u7684\u91cd\u8981\u610f\u4e49\uff0c\u4e0d\u8a00\u81ea\u660e<\/strong>\u3002<\/strong><\/p>\n \u800c\u4e14\u4ee5\u6280\u672f\u548c\u4ea7\u54c1\u77e5\u540d\u7684\u641c\u72d7\uff0c\u5df2\u5c06\u524d\u6cbf\u6280\u672f\u6210\u679c\u5728\u4ea7\u54c1\u4e2d\u843d\u5730\u3002<\/p>\n \u6bd4\u5982\u53bb\u5e74\u5927\u70ed\u7684\u667a\u80fd\u97f3\u7bb1\uff0c\u5c31\u662f\u95ee\u7b54\u670d\u52a1\u7684\u4e00\u4e2a\u5929\u7136\u5e94\u7528\u573a\u666f\uff0cBAT\u7b49\u516c\u53f8\u90fd\u5728\u5e03\u5c40\u3002\u53bb\u5e74\u534e\u4e3a\u4e5f\u6740\u5165\u6218\u573a\uff0c\u800c\u80cc\u540e\u6b63\u662f\u6709\u641c\u72d7\u95ee\u7b54\u6280\u672f\u7684\u652f\u6301\u3002<\/p>\n \u7136\u800c\u4e16\u9762\u4e0a\u4e0d\u5c11\u667a\u80fd\u97f3\u7bb1\u4ea7\u54c1\uff0c\u53ea\u80fd\u7528\u5728\u7b80\u5355\u95ee\u7b54\u7684\u9e21\u808b\u573a\u666f\u3002<\/p>\n \u534e\u4e3aAI\u97f3\u7bb1\uff0c\u5728\u5404\u79cd\u65b9\u6848PK\u540e\uff0c\u9009\u62e9\u4e86\u642d\u8f7d\u641c\u72d7\u7684\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u7cfb\u7edf\u5373\u53ef\u201c\u542c\u61c2\u201d\u7528\u6237\u7684\u8bdd\uff0c\u5e76\u76f4\u63a5\u201c\u56de\u590d\u201d\u7528\u6237\u60f3\u8981\u7684\u4fe1\u606f\u3002\u8ba9\u667a\u80fd\u97f3\u7bb1\u771f\u6b63\u505a\u5230\u9ad8\u6548\u4fbf\u6377\uff0c\u800c\u4e0d\u662f\u8ba9\u4eba\u53bb\u8fc1\u5c31\u4ea7\u54c1\u3002<\/p>\n \u8fd9\u5c31\u662f\u524d\u6cbf\u6280\u672f+\u5feb\u901f\u4ea7\u54c1\u843d\u5730\u80fd\u529b\u7684\u725b\u5200\u5c0f\u8bd5\u3002<\/p>\n \u6b64\u5916\uff0c\u66f4\u91cd\u8981\u7684\u662f\u641c\u72d7\u6838\u5fc3\u4e1a\u52a1\u7684\u8fdb\u4e00\u6b65\u5f3a\u5316\u3002<\/p>\n \u641c\u7d22\u662f\u641c\u72d7\u7684\u8d77\u70b9\uff0c\u738b\u5c0f\u5ddd\u76f8\u4fe1\u641c\u7d22\u7684\u672a\u6765\u662f\u95ee\u7b54\uff0c\u800c\u673a\u5668\u9605\u8bfb\u7406\u89e3\u662f\u73b0\u4eca\u95ee\u7b54\u6280\u672f\u53d1\u5c55\u7684\u6838\u5fc3\u4e4b\u4e00\u3002<\/p>\n \u5c06AI\u95ee\u7b54\u7528\u5728\u4e13\u4e1a\u9886\u57df\u7684\u641c\u7d22\u4f1a\u64e6\u51fa\u600e\u6837\u7684\u706b\u82b1\uff1f<\/p>\n \u76ee\u524d\u641c\u72d7\u5728\u6cd5\u5f8b\u3001\u533b\u7597\u9886\u57df\u505a\u51fa\u4e86\u5c1d\u8bd5<\/strong>\u3002<\/strong><\/p>\n \u5728\u6cd5\u5f8b\u9886\u57df\uff0c\u641c\u72d7\u5f8b\u5e08\u95ee\u7b54\u673a\u5668\u4eba\u5177\u5907\u903b\u8f91\u5206\u6790\u548c\u63a8\u7406\u80fd\u529b\uff0c\u80fd\u591f\u57fa\u4e8e\u4e8b\u5b9e\u548c\u6cd5\u5f8b\u8bc9\u6c42\uff0c\u7ed9\u7528\u6237\u63d0\u51fa\u53ef\u80fd\u7684\u5224\u51b3\u7ed3\u679c\u3001\u6cd5\u5f8b\u5efa\u8bae\u6216\u76f8\u4f3c\u6848\u4f8b\u7b49\u4e30\u5bcc\u7684\u54a8\u8be2\u7ed3\u679c\uff0c\u5145\u5f53\u4eba\u7c7b\u7684\u6cd5\u5f8b\u5c0f\u987e\u95ee\u3002<\/p>\n \u5728\u533b\u5b66\u9886\u57df\uff0c\u641c\u72d7\u641c\u7d22\u667a\u80fd\u5206\u8bca\u529f\u80fd\uff0c\u9996\u521b\u5f15\u5165\u4e86\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u667a\u80fd\u8bca\u65ad\u52a9\u624b\uff0c\u6a21\u62df\u533b\u751f\u4e0e\u75c5\u4eba\u5bf9\u8bdd\u7684\u6a21\u5f0f\u4e0e\u7528\u6237\u8fdb\u884c\u75c5\u60c5\u6c9f\u901a\uff0c\u5e76\u63d0\u4f9b\u53ef\u80fd\u7684\u75be\u75c5\u8303\u56f4\uff0c\u4f9b\u7528\u6237\u53c2\u8003\u3002<\/p>\n \u5982\u4e0a\u6587\u6240\u8ff0\uff0c\u9664\u4e86\u641c\u72d7\u4ee5\u5916\uff0c\u53c2\u52a0CoQA\u7684\u8fd8\u6709\u5fae\u8f6f\u3001\u827e\u4f26\u7814\u7a76\u9662\uff08AI2\uff09\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66COAI\u5b9e\u9a8c\u5ba4\u3001\u5317\u4eac\u5927\u5b66\u3001\u590d\u65e6\u5927\u5b66\u3001\u5317\u4eac\u90ae\u7535\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u6280\u5927\u5b66\u7b49\u77e5\u540d\u9876\u7ea7\u516c\u53f8\u548c\u673a\u6784\u3002<\/p>\n \u5168\u7403\u79d1\u6280\u516c\u53f8\u90fd\u5728\u7814\u53d1\u524d\u6cbf\u7684\u95ee\u7b54\u6280\u672f\u3002\u53bb\u5e74\u8c37\u6b4c\u7684AI\u6253\u7535\u8bdd\u8ba2\u9910\u8f70\u52a8\u5168\u7403\uff0c\u6807\u5fd7\u7740AI\u5df2\u7ecf\u5f00\u59cb\u653b\u514b\u56fe\u7075\u6d4b\u8bd5\u3002<\/p>\n \u5237\u699c\u593a\u51a0CoQA\u5927\u8d5b\uff0c\u5bf9\u641c\u72d7\u6765\u8bf4\u53ea\u662f\u6280\u672f\u5b9e\u529b\u8bc1\u660e\u7684\u725b\u5200\u5c0f\u8bd5\uff0c\u4e5f\u662f\u641c\u72d7\u641c\u7d22\u56e2\u961f\u5728\u524d\u6cbf\u6280\u672f\u7814\u7a76\u3001\u5e94\u7528\u548c\u4ea7\u54c1\u843d\u5730\u65b9\u9762\u7684\u7b54\u5377\u3002<\/p>\n \u667a\u80fd\u95ee\u7b54\u9886\u57df\u7684\u5934\u96c1\u4e89\u593a\uff0c\u672a\u6765\u8fd8\u4f1a\u66f4\u6fc0\u70c8\u3002<\/p>\n CoQA\u5927\u8d5b\u662f\u8d77\u70b9\uff0c\u4f46\u4e5f\u662f\u76ee\u524d\u8be5\u9886\u57df\u5168\u7403\u8303\u56f4\u5185\u6700\u6743\u5a01\u7684\u53c2\u7167\u4e4b\u4e00\u3002<\/p>\n \u641c\u72d7\u593a\u51a0\uff0c\u5c55\u793a\u7684\u4e0d\u4ec5\u662fAI\u9886\u57df\u5934\u53f7\u73a9\u5bb6\u7684\u6f5c\u529b\u548c\u80fd\u529b\uff0c\u4e5f\u662f\u5bf9\u4e2d\u56fdAI\u5b9e\u529b\u7684\u53c8\u4e00\u6b21\u4ecb\u7ecd\u3002<\/strong><\/p>\n 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