{"id":107724,"date":"2026-09-20T05:58:37","date_gmt":"2026-09-19T21:58:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107724.html"},"modified":"2026-09-20T05:58:37","modified_gmt":"2026-09-19T21:58:37","slug":"llmcase-v4-%e4%bb%8e%e7%ad%96%e5%88%92%e6%96%87%e6%a1%a3%e5%88%b0%e6%b5%8b%e8%af%95%e7%94%a8%e4%be%8b-%e7%ac%ac-2-%e7%ab%a0-%e5%85%a8%e6%99%af%ef%bc%9a%e5%9b%9b%e6%9c%8d%e5%8a%a1%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107724.html","title":{"rendered":"LLMCase-V4 \u4ece\u7b56\u5212\u6587\u6863\u5230\u6d4b\u8bd5\u7528\u4f8b - \u7b2c 2 \u7ae0 \u5168\u666f\uff1a\u56db\u670d\u52a1\u67b6\u6784\u4e0e\u6570\u636e\u6d41\u6c34\u7ebf"},"content":{"rendered":"

\u7b2c 2 \u7ae0 \u5168\u666f：\u56db\u670d\u52a1\u67b6\u6784\u4e0e\u6570\u636e\u6d41\u6c34\u7ebf<\/h3>\n

\u672c\u7ae0\u76ee\u6807：\u5efa\u7acb\u6574\u4e2a\u7cfb\u7edf\u7684\u7a7a\u95f4\u611f（\u8c01\u5728\u54ea\u3001\u8c01\u8ddf\u8c01\u8bf4\u8bdd）\u548c\u65f6\u95f4\u611f（\u6570\u636e\u600e\u4e48\u4e00\u6b65\u6b65\u6d41\u52a8）\u3002
\n\u5b66\u5b8c\u4f60\u80fd\u56de\u7b54：\u56db\u4e2a\u670d\u52a1\u5404\u81ea\u7ba1\u4ec0\u4e48？\u516d\u4e2a\u6570\u5b57\u76ee\u5f55\u662f\u4ec0\u4e48\u5951\u7ea6？\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u8981\u591a\u4e45\u3001\u5361\u5728\u54ea？
\nLLM \u8c03\u7528\u53d1\u751f\u5728\u54ea\u4e9b\u70b9？<\/p>\n

2.1 \u56db\u670d\u52a1\u600e\u4e48\u5206\u5de5<\/h3>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u5171\u4eab\u5c42 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u2502 model_core（LLM \u5ba2\u6237\u7aef\/\u7edf\u4e00\u5b9e\u4f53\u6807\u51c6\/\u63d0\u793a\u8bcd\u5e93） \u2502
\n \u2502 modules\/common（\u9636\u6bb5\u6620\u5c04\/\u6a21\u677f\u7ae0\u8282\u8bcd\u8868\/\u65e5\u5fd7） \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2502 \u2502 \u2502
\ndocx \u2500\u2500> convert2md\u2500\u2500\u2524 generator \u251c\u2500\u2500 evaluator
\n （\u6587\u6863\u8f6c\u6362\u670d\u52a1） \u2502 （\u5b9e\u4f53\/\u8981\u70b9\/\u7528\u4f8b\u751f\u6210\u670d\u52a1） \u2502 （\u8d28\u91cf\u8bc4\u4f30\u670d\u52a1）
\n \u2502 \u2502 \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500 dashboard\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n （\u7edf\u4e00\u5de5\u4f5c\u53f0：\u754c\u9762\/\u7f16\u6392\/\u5f52\u6863）<\/p>\n

\u4e09\u4e2a\u53cd\u76f4\u89c9\u4f46\u91cd\u8981\u7684\u67b6\u6784\u4e8b\u5b9e：<\/p>\n

  • \u670d\u52a1\u95f4\u96f6\u76f4\u63a5 RPC\u3002generator \u4e0d\u8c03\u7528 convert2md，evaluator \u4e5f\u4e0d\u8c03\u7528 generator\u3002\u8de8\u670d\u52a1\u6570\u636e\u4f20\u9012\u5168\u90e8 \u901a\u8fc7\u6587\u4ef6\u7cfb\u7edf\u5951\u7ea6（\u4e0b\u4e00\u8282\u7684\u516d\u9636\u6bb5\u76ee\u5f55）\u5b8c\u6210；\u8de8\u670d\u52a1\u4efb\u52a1\u89e6\u53d1\u5168\u90e8\u7531\u00a0dashboard \u524d\u7aef（\u6d4f\u89c8\u5668） \u9010\u9636\u6bb5 POST \u9a71\u52a8\u3002\u8fd9\u6837\u4efb\u4f55\u4e00\u4e2a\u670d\u52a1\u91cd\u542f\/\u6302\u6389\u90fd\u4e0d\u5f71\u54cd\u5176\u4ed6\u670d\u52a1\u7684\u5b58\u91cf\u4efb\u52a1\u3002<\/li>\n
  • dashboard \u662f\u8584 BFF\u3002\u5b83\u53ea\u4ee3\u7406\u6570\u636e\u9762（\u6587\u4ef6\u5217\u8868\u3001\u5f52\u6863\u3001\u65e5\u5fd7），\u751f\u6210\u4efb\u52a1\u7531\u6d4f\u89c8\u5668\u6301\u914d\u7f6e\u76f4\u8fde\u4e09\u4e2a\u540e\u7aef\u670d\u52a1 （GET \/config\u00a0\u628a\u670d\u52a1 URL \u53d1\u7ed9\u524d\u7aef）\u2014\u2014\u957f\u4efb\u52a1\u4e0d\u8fc7 BFF \u4e2d\u8f6c，\u907f\u514d\u4ee3\u7406\u8d85\u65f6\u628a\u751f\u6210\u94fe\u62d6\u6b7b\u3002<\/li>\n
  • \u5171\u4eab\u5c42"\u539a"\u3002LLM \u600e\u4e48\u8c03\u3001\u5b9e\u4f53\u957f\u4ec0\u4e48\u6837\u3001\u65e5\u5fd7\u600e\u4e48\u6253，\u8fd9\u4e9b\u56db\u670d\u52a1\u5171\u7528\u7684\u89c4\u5219\u5168\u90e8\u6536\u5728\u00a0model_core\u00a0\u548c\u00a0modules\/common，\u4e1a\u52a1\u670d\u52a1\u91cc\u4e0d\u8bb8\u51fa\u73b0\u526f\u672c\u3002<\/li>\n

    2.2 \u516d\u9636\u6bb5\u76ee\u5f55\u5951\u7ea6：\u6587\u4ef6\u540d\u5373\u534f\u8bae<\/h3>\n

    \u6240\u6709\u6570\u636e\u843d\u5728\u00a0data\/\u00a0\u4e0b（\u8fd0\u884c\u65f6\u76ee\u5f55，gitignore），\u6309\u9636\u6bb5\u5206\u76ee\u5f55\u3001\u6309\u65f6\u95f4\u6233\u547d\u540d：<\/p>\n

    data\/workspace\/（\u5de5\u4f5c\u533a\u2014\u2014\u6b63\u5728\u5904\u7406\u7684\u6570\u636e）
    \n 01_raw\/ \u4e0a\u4f20\u7684\u539f\u59cb docx\/xlsx
    \n 02_markdown\/ \u8f6c\u6362\u4ea7\u7269 *_SRC_20260911_095238.md
    \n 03_entity\/ \u5b9e\u4f53\u4ea7\u7269 *_ENT_20260911_115846.json
    \n 04_point\/ \u8981\u70b9\u4ea7\u7269 *_PNT_20260911_170512.json
    \n 05_case\/ \u7528\u4f8b\u4ea7\u7269 *_CAS_20260912_025833.json
    \n 06_eval\/ \u8bc4\u4f30\u4ea7\u7269 *_EVAL_20260912_033812.json<\/p>\n

    data\/projects\/{\u9879\u76ee\u540d}\/（\u5f52\u6863\u533a\u2014\u2014\u6309\u9879\u76ee\u6574\u7406\u7684\u5386\u53f2\u7248\u672c）
    \n 02_markdown\/ ~ 06_eval\/（\u4e0e workspace \u540c\u6784）<\/p>\n

    2.3 \u4e00\u6b21\u7aef\u5230\u7aef\u6570\u636e\u65c5\u884c（\u771f\u5b9e\u6279\u6b21\u5b9e\u5f55）<\/h3>\n

    \u4ee5 A3 \u6279\u6b21（2026-09-11，\u6302\u673a\u4e8c\u671f\u6587\u6863，\u4eba\u5de5\u9a8c\u6536\u65f6\u8dd1\u7684\u5b8c\u6574\u94fe）\u4e3a\u4f8b，\u770b\u771f\u5b9e\u7684\u65f6\u95f4\u7ebf：<\/p>\n\n\n\u65f6\u523b\u7ad9\u70b9\u53d1\u751f\u4e86\u4ec0\u4e48\u4ea7\u7269<\/tr>\n\n\n\n\n\n\n
    09:52<\/td>\n\u4e0a\u4f20\u8f6c\u6362<\/td>\ndocx \u4e0a\u4f20，convert2md \u5f02\u6b65\u8f6c\u6362（25 \u5f20\u56fe\u9010\u5f20 VLM \u7406\u89e3）<\/td>\nSRC_20260911_095238.md（18953 \u5b57）<\/td>\n<\/tr>\n
    11:30<\/td>\n\u65b0\u5efa\u751f\u6210<\/td>\n\u7528\u6237\u5728 dashboard \u751f\u6210\u76d1\u63a7\u89c6\u56fe\u70b9"\u65b0\u5efa\u751f\u6210"，\u524d\u7aef TaskHub \u5f00\u59cb\u9a71\u52a8\u56db\u9636\u6bb5\u94fe<\/td>\n\u4f1a\u8bdd sess_1789097412<\/td>\n<\/tr>\n
    11:58<\/td>\n\u5b9e\u4f53\u63d0\u53d6<\/td>\ngenerator \u9010\u8282 LLM \u63d0\u53d6，28 \u5206\u949f<\/td>\nENT 647 \u5b9e\u4f53<\/td>\n<\/tr>\n
    17:05<\/td>\n\u6d4b\u8bd5\u8981\u70b9<\/td>\n\u9010\u5b9e\u4f53\u56db\u8c61\u9650\u751f\u6210（\u7ea6 5.2 \u5c0f\u65f6，LLM \u8c03\u7528\u6700\u5bc6\u96c6\u6bb5）<\/td>\nPNT 642 \u8981\u70b9<\/td>\n<\/tr>\n
    02:58<\/td>\n\u6d4b\u8bd5\u7528\u4f8b<\/td>\n\u9010\u8981\u70b9\u5c55\u5f00\u7528\u4f8b（\u8de8\u591c，\u7ea6 8.5 \u5c0f\u65f6）<\/td>\nCAS 8863 \u7528\u4f8b（1.26GB）<\/td>\n<\/tr>\n
    03:38<\/td>\n\u8bc4\u4f30<\/td>\nevaluator \u5bf9\u7167\u539f\u6587\u8bc4\u5206<\/td>\nEVAL overall 72.49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5168\u94fe\u7ea6 18 \u5c0f\u65f6（81 \u4e2a\u5b9e\u4f53\u8282\u70b9\u89c4\u6a21\u7684\u6587\u6863）\u3002\u4e09\u4e2a\u503c\u5f97\u8bb0\u4f4f\u7684\u91cf\u7ea7\u611f：<\/p>\n

  • \u65f6\u95f4\u5927\u5934\u5728 LLM \u8c03\u7528：\u8981\u70b9 + \u7528\u4f8b\u4e24\u6bb5 13+ \u5c0f\u65f6，\u672c\u8d28\u662f"\u6bcf\u4e2a\u8282\u70b9\u4e00\u8d9f LLM \u8bf7\u6c42 \u00d7 \u7f51\u5173\u5ef6\u8fdf"\u3002 \u672c\u5de5\u7a0b\u8fd1\u671f\u7684\u63d0\u901f\u6539\u9020（\u5e76\u53d1\u6c60 5\u21928\u3001Self-RAG \u89e6\u53d1\u5f0f\u3001\u7d27\u51d1\u5e8f\u5217\u5316）\u90fd\u662f\u5bf9\u7740\u8fd9\u4e2a\u74f6\u9888\u53bb\u7684 （\u7b2c 5.4 \u8282\u8be6\u8bb2）\u3002<\/li>\n
  • \u4ea7\u7269\u53ef\u4ee5\u5f88\u5927：8863 \u6761\u7528\u4f8b\u7684 JSON \u6709 1.26GB\u2014\u2014\u6240\u4ee5\u524d\u7aef\u6709"\u8d85 512MB \u4e0d\u9884\u8f7d"\u7684\u62a4\u680f， \u65b0\u4eba\u5199\u6d88\u8d39 CAS \u7684\u4ee3\u7801\u65f6\u8981\u6709\u65f6\u65f6\u523b\u523b\u7684\u91cf\u7ea7\u8b66\u89c9\u3002<\/li>\n
  • \u94fe\u662f\u6d4f\u89c8\u5668\u9a71\u52a8\u7684：\u4e2d\u95f4\u7528\u6237\u5173\u4e86\u6d4f\u89c8\u5668，\u94fe\u5c31\u65ad\u4e86（\u670d\u52a1\u7aef\u5355\u4efb\u52a1\u7167\u8dd1\u5b8c，\u4f46\u540e\u7eed\u9636\u6bb5\u65e0\u4eba\u7eed\u63a5）\u3002 \u8fd9\u662f\u523b\u610f\u7684\u67b6\u6784\u53d6\u820d，\u7b2c 8 \u7ae0\u8be6\u8bb2\u8fb9\u754c\u4e0e\u8865\u6551\u3002<\/li>\n

    2.4 LLM \u89d2\u8272\u5730\u56fe：\u54ea\u91cc\u7528 LLM\u3001\u54ea\u91cc\u4e0d\u7528<\/h3>\n

    \u65b0\u4eba\u6700\u5bb9\u6613\u5efa\u7acb\u7684\u9519\u8bef\u5370\u8c61\u662f"\u8fd9\u662f\u4e2a LLM \u9879\u76ee，\u6240\u4ee5\u5230\u5904\u5728\u8c03 LLM"\u3002\u5b9e\u9645\u5730\u56fe（\u2605=LLM \u8c03\u7528\u70b9）：<\/p>\n\n\n\u73af\u8282\u7528 LLM \u5417\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    docx\u2192md \u683c\u5f0f\u6620\u5c04<\/td>\n\u2717<\/td>\n\u7eaf python-docx \u786e\u5b9a\u6027\u4ee3\u7801<\/td>\n<\/tr>\n
    docx\u2192md \u5c42\u7ea7\u4fee\u590d（HYBRID \u6a21\u5f0f）<\/td>\n\u2605（\u53ef\u9009）<\/td>\n\u542f\u53d1\u5f0f\u68c0\u6d4b\u5230\u5c42\u7ea7\u95ee\u9898\u624d\u8bf7 LLM \u4fee\u590d，\u5931\u8d25\u56de\u9000<\/td>\n<\/tr>\n
    \u56fe\u7247\u7406\u89e3<\/td>\n\u2605<\/td>\n\u6bcf\u5f20\u56fe\u4e00\u8d9f\u89c6\u89c9\u6a21\u578b（glm \u89c6\u89c9\u901a\u9053）<\/td>\n<\/tr>\n
    \u7ea6\u5b9a\u533a\u5207\u5206<\/td>\n\u2717（\u9ed8\u8ba4）<\/td>\n\u8bcd\u8868\u89c4\u5219\u5207；LLM \u515c\u5e95\u8def\u5f84\u5b58\u5728\u4f46\u89e6\u53d1\u9762\u22480<\/td>\n<\/tr>\n
    \u7ea6\u5b9a\u533a\u610f\u56fe\u5361\u7247\u84b8\u998f<\/td>\n\u2605（\u751f\u4ea7\u5f00）<\/td>\npreamble \u538b\u7f29\u7701 tokens（glm-5.3-flash \u8f7b\u6a21\u578b）<\/td>\n<\/tr>\n
    \u5b9e\u4f53\u63d0\u53d6<\/td>\n\u2605<\/td>\n\u9010\u8282\u4e00\u8d9f\u4e3b\u751f\u6210\u6a21\u578b<\/td>\n<\/tr>\n
    \u8de8\u8282\u4f9d\u8d56\u786e\u8ba4<\/td>\n\u2605（\u9884\u7b5b\u540e）<\/td>\n\u5173\u952e\u8bcd\u9884\u7b5b，\u547d\u4e2d\u624d\u8f7b\u91cf\u786e\u8ba4，\u9ed8\u8ba4\u62d2\u7edd<\/td>\n<\/tr>\n
    \u8981\u70b9\u751f\u6210<\/td>\n\u2605<\/td>\n\u9010\u539f\u5b50\u5b9e\u4f53\u4e00\u8d9f<\/td>\n<\/tr>\n
    \u8981\u70b9 Self-RAG \u53cd\u601d<\/td>\n\u2605（\u89e6\u53d1\u5f0f）<\/td>\n\u4ec5\u5b8c\u6574\u6027\u95e8\/vague \u89e6\u53d1\u65f6（\u751f\u4ea7 gated \u6a21\u5f0f）<\/td>\n<\/tr>\n
    \u7528\u4f8b\u751f\u6210<\/td>\n\u2605<\/td>\n\u9010\u8981\u70b9\u4e00\u8d9f<\/td>\n<\/tr>\n
    \u5411\u91cf\u5d4c\u5165<\/td>\n\u2717（\u672c\u5730\u6a21\u578b）<\/td>\nbge-m3 \u672c\u5730\u63a8\u7406，\u4e0d\u8d70 LLM \u7f51\u5173<\/td>\n<\/tr>\n
    \u68c0\u7d22\u91cd\u6392<\/td>\n\u2717<\/td>\nBgeReranker \u672c\u5730 cross-encoder（LLM \u91cd\u6392\u53e6\u6709 flag，\u751f\u4ea7\u5f00）<\/td>\n<\/tr>\n
    \u8bc4\u4f30：\u8986\u76d6\u7387\/\u7ed3\u6784\/\u89c4\u8303<\/td>\n\u2717<\/td>\n\u5168\u90e8\u786e\u5b9a\u6027\u4ee3\u7801<\/td>\n<\/tr>\n
    \u8bc4\u4f30：geval \u8bc4\u5ba1<\/td>\n\u2605<\/td>\n\u91c7\u6837 20 \u6761\u7528\u4f8b \u00d7 3 \u7ef4\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u89c4\u5f8b\u5f88\u6e05\u6670：LLM \u53ea\u505a"\u8bed\u4e49\u5224\u65ad"（\u8bfb\u56fe\u3001\u8bfb\u6587\u3001\u5199\u8981\u70b9\u3001\u5199\u7528\u4f8b\u3001\u8bc4\u8d28\u91cf），
    \n\u4e00\u5207\u6709\u786e\u5b9a\u7b54\u6848\u7684\u4e8b（\u683c\u5f0f\u3001\u8ba1\u6570\u3001\u8986\u76d6\u7387\u3001\u5c42\u7ea7\u5408\u6cd5\u6027）\u90fd\u4ea4\u7ed9\u4ee3\u7801\u3002
    \n\u6b64\u5916\u8fd8\u6709\u4e00\u6761\u9009\u578b\u7ef4\u5ea6：\u6a21\u578b\u5206\u6863\u2014\u2014\u91cd\u6d3b（\u751f\u6210）\u7528 glm-5.3 \u4e3b\u529b\u6a21\u578b，\u8f7b\u6d3b（\u610f\u56fe\u5361\u7247\u84b8\u998f）\u7528
    \nglm-5.3-flash \u7701\u6210\u672c\u3002\u8fd9\u5957"\u91cd\u8f7b\u5206\u79bb"\u5728\u7b2c 9 \u7ae0\u6280\u672f\u6808\u91cc\u5c55\u5f00\u3002<\/p>\n

    2.5 \u5c0f\u7ed3<\/h3>\n
      \n
    • \u56db\u670d\u52a1 + \u4e24\u5171\u4eab\u5305；\u670d\u52a1\u95f4\u96f6 RPC，\u9760\u6587\u4ef6\u7cfb\u7edf\u5951\u7ea6\u548c\u524d\u7aef\u9a71\u52a8\u534f\u4f5c；<\/li>\n
    • \u516d\u9636\u6bb5\u76ee\u5f55 + \u4e94\u540e\u7f00 + \u65f6\u95f4\u6233\u5373\u7248\u672c，\u662f\u5168\u94fe\u7684\u6570\u636e\u534f\u8bae；<\/li>\n
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      \n\u5b66\u5b8c\u4f60\u80fd\u56de\u7b54：\u56db\u4e2a\u670d\u52a1\u5404\u81ea\u7ba1\u4ec0\u4e48？\u516d\u4e2a\u6570\u5b57\u76ee\u5f55\u662f\u4ec0\u4e48\u5951\u7ea6？\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u8981\u591a\u4e45\u3001\u5361\u5728\u54ea？
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