{"id":71931,"date":"2026-02-04T15:49:06","date_gmt":"2026-02-04T07:49:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71931.html"},"modified":"2026-02-04T15:49:06","modified_gmt":"2026-02-04T07:49:06","slug":"%e3%80%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%af%84%e6%b5%8b%e3%80%91%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b8%80%e5%8f%98%ef%bc%8c%e6%8c%87%e6%a0%87%e5%b0%b1%e5%a4%b1%e5%8e%bb%e5%8f%af%e6%af%94%e6%80%a7%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71931.html","title":{"rendered":"\u3010\u5927\u6a21\u578b\u8bc4\u6d4b\u3011\u6570\u636e\u96c6\u4e00\u53d8\uff0c\u6307\u6807\u5c31\u5931\u53bb\u53ef\u6bd4\u6027\uff0c\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f"},"content":{"rendered":"

\u4e0d\u662f\u6240\u6709\u6570\u636e\u96c6\u66f4\u65b0，\u90fd\u53ef\u4ee5\u76f4\u63a5\u5bf9\u6bd4\u6a21\u578b\u6307\u6807\u3002\u5fc5\u987b\u5148\u5224\u65ad：\u8fd9\u6b21\u6570\u636e\u53d8\u52a8，\u662f\u4e0d\u662f\u7834\u574f\u4e86\u53ef\u6bd4\u6027？<\/p>\n

\n

\u4e00\u3001\u5224\u65ad\u662f\u5426\u8fd8\u80fd\u5bf9\u6bd4\u200b\u200b\u200b\u200b\u200b<\/h2>\n\n\u6570\u636e\u53d8\u52a8\u7c7b\u578b\u80fd\u5426\u76f4\u63a5\u5bf9\u6bd4\u539f\u56e0<\/tr>\n\n\n\n\n\n\n\n
\u53ea\u589e\u52a0\u6837\u672c<\/td>\n\u53ef\u4ee5<\/td>\n\u539f\u5206\u5e03\u4fdd\u7559<\/td>\n<\/tr>\n
\u5220\u9664\u5c11\u91cf\u566a\u58f0<\/td>\n\u53ef\u4ee5<\/td>\n\u96be\u5ea6\u53d8\u5316\u5c0f<\/td>\n<\/tr>\n
\u8c03\u6574\u7b54\u6848\u6587\u672c<\/td>\n\u8c28\u614e<\/td>\n\u5224\u5b9a\u89c4\u5219\u53ef\u80fd\u53d8<\/td>\n<\/tr>\n
\u65b0\u589eOOD \/ BadCase<\/td>\n\u4e0d\u53ef<\/span><\/td>\n\u96be\u5ea6\u4e0a\u5347<\/td>\n<\/tr>\n
\u91cd\u6784\u610f\u56fe\u6bd4\u4f8b<\/td>\n\u4e0d\u53ef<\/span><\/td>\n\u5206\u5e03\u6539\u53d8<\/td>\n<\/tr>\n
\u6539\u8bc4\u6d4brubric<\/td>\n\u4e0d\u53ef<\/span><\/td>\n\u6307\u6807\u8bed\u4e49\u53d8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u4e8c\u3001\u5f53\u4e0d\u80fd\u5bf9\u6bd4\u65f6，\u600e\u4e48\u505a<\/h2>\n

\u6838\u5fc3\u601d\u60f3：\u7528\u951a\u70b9\u6570\u636e\u96c6\u4fdd\u8bc1\u7eb5\u5411\u53ef\u6bd4\u6027，\u7528\u65b0\u6570\u636e\u96c6\u8bc4\u4f30\u7edd\u5bf9\u8d28\u91cf！<\/p>\n

\n

\u4e09\u3001\u6807\u51c6\u89e3\u6cd5：\u951a\u70b9\u673a\u5236（Anchor Set）<\/h2>\n

1\u3001\u4ec0\u4e48\u662fAnchor Set<\/h3>\n

\u4e00\u4e2a\u957f\u671f\u51bb\u7ed3\u3001\u4e0d\u518d\u6539\u52a8\u7684\u5c0f\u578b\u8bc4\u6d4b\u96c6，\u4ee3\u8868\u5386\u53f2\u4e3b\u5206\u5e03，\u7528\u6765\u505a\u8de8\u7248\u672c\u5bf9\u6bd4<\/p>\n

\n

2\u3001Anchor Set \u600e\u4e48\u8bbe\u8ba1<\/h3>\n

\u951a\u70b9\u4e0d\u662f\u4e3a\u4e86\u8986\u76d6\u65b0\u95ee\u9898，\u662f\u4e3a\u4e86\u5bf9\u9f50\u65f6\u95f4\u8f74<\/p>\n\n\u5c5e\u6027\u8981\u6c42<\/tr>\n\n\n\n\n\n\n
\u6765\u6e90<\/td>\n\u8001\u7248\u672cID<\/td>\n<\/tr>\n
\u662f\u5426\u66f4\u65b0<\/td>\n\u6c38\u4e45\u51bb\u7ed3<\/span><\/td>\n<\/tr>\n
\u6570\u91cf<\/td>\n200\u2013400<\/td>\n<\/tr>\n
\u6307\u6807<\/td>\n\u6838\u5fc3L1 + L3<\/td>\n<\/tr>\n
\u89d2\u8272<\/td>\n\u523b\u5ea6\u5c3a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3\u3001 \u5b9e\u9645\u8bc4\u6d4b\u600e\u4e48\u8dd1<\/h3>\n

\u200b\u200b\u6570\u636e\u96c6： – Anchor Set（\u8001） – Current Eval Set（\u65b0）<\/p>\n

\u6a21\u578b： – Baseline Model – New Model<\/p>\n

\n

\u200b\u200b\u200b\u5bf9\u6bd4\u65b9\u5f0f<\/p>\n\n\u7ef4\u5ea6\u770b\u4ec0\u4e48<\/tr>\n\n\n\n
\u951a\u56fa\u88c5\u7f6e<\/td>\n\u65b0\u6a21\u578bvs \u8001\u6a21\u578b<\/td>\n<\/tr>\n
\u65b0\u6570\u636e\u96c6<\/td>\n\u65b0\u6a21\u578b\u662f\u5426\u8fc7\u7ebf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

4\u3001\u51b3\u7b56\u903b\u8f91<\/h3>\n

\u200b\u200b\u200b\u200b\u200bif ( \u00a0 NewModel.Anchor >= Baseline.Anchor – \u03b4 \u00a0 AND NewModel.NewSet >= \u95e8\u7981\u9608\u503c ): \u00a0 \u00a0 \u5141\u8bb8\u4e0a\u7ebf else: \u00a0 \u00a0 \u963b\u65ad<\/p>\n

\n

\u56db\u3001\u5982\u679c\u6ca1\u505aAnchor\u600e\u4e48\u529e<\/h2>\n
\n

\u65b9\u6cd51：\u56de\u653e\u65e7\u6a21\u578b<\/h3>\n

\u5982\u679c\u4f60\u8fd8\u80fd\u8dd1\u65e7\u6a21\u578b，\u7528\u65e7\u6a21\u578b\u8dd1\u65b0\u6570\u636e\u96c6，\u5f97\u5230\u4e24\u4e2a\u6a21\u578b\u5728\u540c\u4e00\u6570\u636e\u96c6\u7684\u8868\u73b0，\u5373\u4f7f\u6570\u636e\u96c6\u65b0，\u4e5f\u80fd\u6a2a\u5411\u5bf9\u6bd4（\u6700\u63a8\u8350）<\/p>\n

\n

\u65b9\u6cd52：\u96be\u5ea6\u6821\u51c6_\u7edf\u8ba1\u8865\u507f<\/h3>\n

\u5f53\u65e7\u6a21\u578b\u8dd1\u4e0d\u4e86\u65f6，1.\u62bd50\u2013100 \u6761\u65e7\u6837\u672c2.\u6df7\u5165\u65b0\u6570\u636e3.\u4eba\u8bc4\u96be\u5ea6<\/p>\n

\u65b0\u96c6\u6574\u4f53\u96be\u5ea6\u2191 10% \u2192 \u5141\u8bb8\u6307\u6807\u4e0b\u964d10%<\/p>\n

\n

\u65b9\u6cd53：Pairwise \u80dc\u7387（LLM-Judge）<\/h3>\n

\u4e0d\u770b\u7edd\u5bf9\u5206，\u53ea\u770b\u8c01\u66f4\u597d，\u8de8\u5206\u5e03\u4e5f\u80fd\u7528<\/p>\n

Q: \u540c\u4e00\u4e2a\u95ee\u9898 A1: \u8001\u6a21\u578b\u7b54\u6848A2: \u65b0\u6a21\u578b\u7b54\u6848Judge: \u54ea\u4e2a\u66f4\u597d？ \u8f93\u51fa：\u00a0\u80dc\/\u8d1f\/\u5e73\u5c40<\/p>\n

\n

\u4e94\u3001\u600e\u4e48\u5224\u65ad\u6a21\u578b\u65b0\u7248\u672c\u8d28\u91cf<\/h2>\n

1.\u7eb5\u5411_\u65f6\u95f4<\/h4>\n

\u548c\u5386\u53f2\u76f8\u6bd4，\u6709\u6ca1\u6709\u9000\u5316？Anchor Set \u4e0d\u4e0b\u964d，\u6216\u4e0b\u964d\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u3002\u200b\u200b\u200b\u200b<\/p>\n

\n

\u200b2.\u6a2a\u5411_\u5f53\u524d<\/h4>\n

\u5728\u5f53\u524d\u771f\u5b9e\u95ee\u9898\u4e0a\u662f\u5426\u8fc7\u7ebf？\u65b0\u6570\u636e\u96c6L1 \u2265 \u9608\u503c\u200b\u200b\u200b\u200b\u200b，L3 \u98ce\u9669\u6307\u6807\u4e0d\u8fc7\u7ebf= \u76f4\u63a5\u5426<\/p>\n

\n

3.\u98ce\u9669\u515c\u5e95<\/h4>\n

\u5373\u4f7f\u53d8\u96be，\u4e5f\u4e0d\u80fd\u4e71\u6765\u200b\u200b\u200b\u200b\u200b\u5e7b\u89c9\u7387\u200b\u200b\u200b\u200b\u200b\u3001\u786c\u9519\u8bef\u200b\u200b\u200b\u200b\u200b\u3001\u8fdd\u89c4<\/p>\n

\u200b\u200b\u200b\u200b\u200b\u6a21\u578b\u8d28\u91cf = \u00a0 \u4e0d\u9000\u6b65（Anchor） \u00a0 AND \u00a0 \u5f53\u524d\u53ef\u7528（New Set） \u00a0 AND \u00a0 \u98ce\u9669\u53d7\u63a7（L3）<\/p>\n

\n

\u4e03\u3001\u8bc4\u6d4b\u6a21\u677f<\/h2>\n

\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u672c\u6b21\u6570\u636e\u96c6\u66f4\u65b0\u8bf4\u660e： – \u53d8\u66f4\u7c7b\u578b：\u65b0\u589e OOD + \u591a\u8f6e – \u662f\u5426\u53ef\u76f4\u63a5\u5bf9\u6bd4：\u5426<\/p>\n

\u5bf9\u6bd4\u7b56\u7565： – Anchor Set v1（\u51bb\u7ed3） – Baseline Model：v1.3 – New Model：v1.4<\/p>\n

\u7ed3\u8bba： – Anchor：+0.3% – \u65b0\u96c6：\u8fbe\u5230\u4e0a\u7ebf\u95e8\u7981 – \u98ce\u9669\u6307\u6807：\u901a\u8fc7 \u2192 \u5141\u8bb8\u4e0a\u7ebf<\/p>\n

\n

\u200b<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e0d\u662f\u6240\u6709\u6570\u636e\u96c6\u66f4\u65b0，\u90fd\u53ef\u4ee5\u76f4\u63a5\u5bf9\u6bd4\u6a21\u578b\u6307\u6807\u3002\u5fc5\u987b\u5148\u5224\u65ad：\u8fd9\u6b21\u6570\u636e\u53d8\u52a8，\u662f\u4e0d\u662f\u7834\u574f\u4e86\u53ef\u6bd4\u6027？ \u4e00\u3001\u5224\u65ad\u662f\u5426\u8fd8\u80fd\u5bf9\u6bd4\u200b\u200b\u200b\u200b\u200b
\n\u6570\u636e\u53d8\u52a8\u7c7b\u578b\u80fd\u5426\u76f4\u63a5\u5bf9\u6bd4\u539f\u56e0\u53ea\u589e\u52a0\u6837\u672c\u53ef\u4ee5\u539f\u5206\u5e03\u4fdd\u7559\u5220\u9664\u5c11\u91cf\u566a\u58f0\u53ef\u4ee5\u96be\u5ea6\u53d8\u5316\u5c0f\u8c03\u6574\u7b54\u6848\u6587\u672c\u8c28\u614e\u5224\u5b9a\u89c4\u5219\u53ef\u80fd\u53d8\u65b0\u589eOOD \/ BadCase\u4e0d\u53ef\u96be\u5ea6\u4e0a\u5347\u91cd\u6784\u610f\u56fe\u6bd4\u4f8b\u4e0d\u53ef\u5206\u5e03\u6539\u53d8\u6539\u8bc4\u6d4brubric\u4e0d\u53ef\u6307\u6807\u8bed\u4e49\u53d8 \u4e8c\u3001\u5f53\u4e0d\u80fd\u5bf9\u6bd4\u65f6，\u600e\u4e48\u505a
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