{"id":5304,"date":"2024-12-12T19:12:52","date_gmt":"2024-12-12T11:12:52","guid":{"rendered":"https:\/\/nullthought.net\/?p=5304"},"modified":"2025-12-10T14:08:58","modified_gmt":"2025-12-10T06:08:58","slug":"chatqa%e6%a8%a1%e5%9e%8b%ef%bc%8c%e5%9c%a8%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%88rag%ef%bc%89%e5%92%8c%e5%af%b9%e8%af%9d%e5%bc%8f%e9%97%ae%e7%ad%94%ef%bc%88conversational-qa","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5304","title":{"rendered":"ChatQA\u6a21\u578b\uff0c\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u548c\u5bf9\u8bdd\u5f0f\u95ee\u7b54\uff08Conversational QA\uff09\u4efb\u52a1\u4e2d\u8868\u73b0\u8d85\u8d8aGPT-4\uff1f"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2401.10225\" target=\"_blank\" rel=\"noreferrer noopener\">ChatQA: Surpassing GPT-4 on Conversational QA and RAG<\/a><\/strong>\u63d0\u51fa\u4e86\u540d\u4e3aChatQA\u7684\u6a21\u578b\uff0c\u5176\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u548c\u5bf9\u8bdd\u5f0f\u95ee\u7b54\uff08Conversational QA\uff09\u4efb\u52a1\u4e2d\u8868\u73b0\u8d85\u8d8a\u4e86GPT-4\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aZihan Liu, Wei Ping, Rajarshi Roy, Peng Xu, Chankyu Lee, Mohammad Shoeybi, Bryan Catanzaro\uff0c\u6765\u81eaNVIDIA\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"320\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-12-1024x320.png\" alt=\"\" class=\"wp-image-5305\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-12-1024x320.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-12-300x94.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-12-768x240.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-12.png 1030w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2401.10225\" target=\"_blank\" rel=\"noreferrer noopener\">ChatQA: Surpassing GPT-4 on Conversational QA and RAG<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f\u4e0e\u7814\u7a76\u52a8\u673a<\/h4>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5bf9\u8bdd\u5f0f\u95ee\u7b54\uff08Conversational QA\uff09\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff0cRetrieval-Augmented Generation\uff09\u7cfb\u7edf\u6210\u4e3a\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u70ed\u70b9\u8bdd\u9898\u3002\u7528\u6237\u8d8a\u6765\u8d8a\u503e\u5411\u4e8e\u4ee5\u5bf9\u8bdd\u7684\u65b9\u5f0f\u83b7\u53d6\u4fe1\u606f\uff0c\u56e0\u4e3a\u8fd9\u79cd\u65b9\u5f0f\u80fd\u66f4\u597d\u5730\u652f\u6301\u4e0a\u4e0b\u6587\u5173\u8054\u548c\u8fde\u7eed\u95ee\u9898\u63a8\u7406\u3002\u6b64\u5916\uff0c\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u9700\u8981\u6a21\u578b\u6574\u5408\u5927\u91cf\u4e0a\u4e0b\u6587\u4fe1\u606f\uff08\u4f8b\u5982\uff0c\u957f\u6587\u6863\u548c\u8868\u683c\u6570\u636e\uff09\u4ee5\u63d0\u4f9b\u51c6\u786e\u7684\u56de\u7b54\u3002\u7136\u800c\uff0c\u5f00\u53d1\u4e00\u79cd\u80fd\u591f\u5339\u654c\u751a\u81f3\u8d85\u8d8a\u4e13\u6709\u6a21\u578b\uff08\u5982GPT-4\uff09\u7684\u5f00\u6e90\u5bf9\u8bdd\u5f0f\u95ee\u7b54\u7cfb\u7edf\u4ecd\u662f\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9700\u8981\u5177\u5907\u5f3a\u5927\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u540c\u65f6\u80fd\u591f\u9ad8\u6548\u5229\u7528\u7528\u6237\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u6216\u68c0\u7d22\u5230\u7684\u8bc1\u636e\u8fdb\u884c\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u5728\u591a\u8f6e\u95ee\u7b54\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u6709\u6548\u5904\u7406\u4e0a\u4e0b\u6587\u4e0d\u5b8c\u6574\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u7528\u6237\u95ee\u9898\u4e2d\u53ef\u80fd\u7f3a\u4e4f\u5177\u4f53\u7684\u6307\u4ee3\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u751f\u6210\u5e7b\u89c9\uff08hallucination\uff09\u662f\u5f53\u524dLLM\u9762\u4e34\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5c24\u5176\u5728\u65e0\u6cd5\u56de\u7b54\u7684\u95ee\u9898\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u503e\u5411\u4e8e\u751f\u6210\u865a\u5047\u6216\u4e0d\u51c6\u786e\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u9ad8\u8d28\u91cf\u7684\u5bf9\u8bdd\u5f0f\u95ee\u7b54\u6a21\u578b\u5f80\u5f80\u4f9d\u8d56\u4e8e\u4e13\u6709\u6570\u636e\u548c\u8d44\u6e90\uff08\u5982OpenAI\u7684\u6a21\u578b\u548c\u6570\u636e\uff09\uff0c\u8fd9\u5bf9\u5f00\u6e90\u7814\u7a76\u5f62\u6210\u4e86\u969c\u788d\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u8bba\u6587\u6838\u5fc3\u8d21\u732e<\/h4>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e86ChatQA\uff0c\u4e00\u4e2a\u5f00\u6e90\u7684\u6a21\u578b\u5bb6\u65cf\uff0c\u65e8\u5728\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff0c\u5177\u4f53\u8d21\u732e\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53cc\u9636\u6bb5\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5<\/strong>\uff1a\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u548c\u4e0a\u4e0b\u6587\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u5bf9\u8bdd\u5f0f\u95ee\u7b54\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u68c0\u7d22\u673a\u5236<\/strong>\uff1a\u901a\u8fc7\u5fae\u8c03\u5355\u8f6e\u68c0\u7d22\u5668\u4ee5\u652f\u6301\u591a\u8f6e\u95ee\u7b54\u573a\u666f\uff0c\u5b9e\u73b0\u4e86\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u67e5\u8be2\u6539\u5199\u6a21\u578b\uff08\u5982GPT-3.5-Turbo\uff09\u7684\u6027\u80fd\uff0c\u540c\u65f6\u964d\u4f4e\u4e86\u90e8\u7f72\u6210\u672c\u3002<\/li>\n\n\n\n<li><strong>CHATRAG BENCH\u8bc4\u6d4b\u57fa\u51c6<\/strong>\uff1a\u8bbe\u8ba1\u4e86\u8986\u76d610\u4e2a\u6570\u636e\u96c6\u7684\u7efc\u5408\u8bc4\u6d4b\u6846\u67b6\uff0c\u6db5\u76d6\u6587\u672c\u95ee\u7b54\u3001\u8868\u683c\u95ee\u7b54\u3001\u7b97\u672f\u63a8\u7406\u548c\u65e0\u6cd5\u56de\u7b54\u7684\u95ee\u9898\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u6e90\u751f\u6001\u7cfb\u7edf<\/strong>\uff1a\u5f00\u653e\u4e86\u6a21\u578b\u6743\u91cd\u3001\u8bad\u7ec3\u6570\u636e\u3001\u8bc4\u6d4b\u57fa\u51c6\u548c\u68c0\u7d22\u5668\uff0c\u52a9\u529b\u793e\u533a\u7814\u7a76\u53d1\u5c55\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u65b9\u6cd5\u8bba<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u53cc\u9636\u6bb5\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\u9636\u6bb5\u4e00\uff1a\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong><\/h6>\n\n\n\n<p>\u76ee\u6807\uff1a\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u6307\u4ee4\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u9884\u8bad\u7ec3LLM\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6784\u5efa<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5408\u5e76\u4e86128K\u9ad8\u8d28\u91cf\u7684\u6307\u4ee4\u8ddf\u968f\u6570\u636e\uff0c\u6765\u6e90\u5305\u62ec\uff1a\n<ul class=\"wp-block-list\">\n<li>\u793e\u4ea4\u5bf9\u8bdd\u6570\u636e\u96c6Soda\uff1b<\/li>\n\n\n\n<li>\u957f\u6587\u95ee\u7b54\u6570\u636e\u96c6ELI5\uff1b<\/li>\n\n\n\n<li>\u94fe\u5f0f\u63a8\u7406\uff08Chain-of-Thought, CoT\uff09\u6570\u636e\u96c6\uff08\u5982FLAN\u3001Dolly\uff09\uff1b<\/li>\n\n\n\n<li>\u5408\u6210\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\uff08\u5982Self-Instruct\u3001Unnatural Instructions\uff09\uff1b<\/li>\n\n\n\n<li>\u516c\u5171\u548c\u79c1\u6709\u7684\u591a\u8f6e\u5bf9\u8bdd\u6570\u636e\u96c6\uff08\u5982OpenAssistant\u3001Dolly\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\u7edf\u4e00\u683c\u5f0f\u5316\u4e3a\u5bf9\u8bdd\u5f62\u5f0f\uff0c\u5305\u62ec\u201cSystem\u201d\u89d2\u8272\uff08\u5f15\u5bfc\u6a21\u578b\u63d0\u4f9b\u793c\u8c8c\u548c\u6709\u7528\u7684\u56de\u7b54\uff09\u3001\u201cUser\u201d\u89d2\u8272\u548c\u201cAssistant\u201d\u89d2\u8272\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u7b56\u7565<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u4e0a\u8ff0\u7edf\u4e00\u6570\u636e\u96c6\u5bf9\u57fa\u7840LLM\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u5728\u6307\u4ee4\u8ddf\u968f\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\u9636\u6bb5\u4e8c\uff1a\u4e0a\u4e0b\u6587\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03<\/strong><\/h6>\n\n\n\n<p>\u76ee\u6807\uff1a\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u654f\u611f\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u6784\u5efa<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li><strong>\u4eba\u7c7b\u6ce8\u91ca\u6570\u636e\uff08HumanAnnotatedConvQA\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6536\u96c6\u4e867K\u6587\u6863\uff08\u8986\u76d6\u591a\u9886\u57df\uff09\uff0c\u7531\u4eba\u7c7b\u6807\u6ce87K\u591a\u8f6e\u5bf9\u8bdd\uff0c\u6bcf\u4e2a\u5bf9\u8bdd\u5e73\u5747\u5305\u542b5\u8f6e\u7528\u6237-\u52a9\u624b\u4ea4\u4e92\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u4e861.5K\u6807\u6ce8\u4e3a\u201c\u4e0d\u53ef\u56de\u7b54\u201d\u7684\u6837\u672c\uff0c\u901a\u8fc7\u5220\u9664\u4e0a\u4e0b\u6587\u4e2d\u76f8\u5173\u5185\u5bb9\u6784\u9020\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5408\u6210\u6570\u636e\uff08SyntheticConvQA\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5229\u7528GPT-3.5-Turbo\u751f\u62107K\u591a\u8f6e\u5bf9\u8bdd\uff0c\u5e76\u901a\u8fc74-gram\u91cd\u53e0\u8bc4\u5206\u6807\u6ce8\u76f8\u5173\u548c\u4e0d\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u3002<\/li>\n\n\n\n<li>\u751f\u6210\u4e861.5K\u4e0d\u53ef\u56de\u7b54\u6837\u672c\uff0c\u6a21\u62df\u771f\u5b9e\u573a\u666f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5305\u62ec\u5355\u8f6e\u95ee\u7b54\u6570\u636e\u96c6\uff08\u5982SQuAD\u3001DROP\uff09\u3001\u591a\u8f6e\u95ee\u7b54\u6570\u636e\u96c6\uff08\u5982HumanAnnotatedConvQA\uff09\u3001\u8868\u683c\u95ee\u7b54\u6570\u636e\u96c6\uff08\u5982TAT-QA\uff09\uff0c\u4ee5\u53ca\u9636\u6bb5\u4e00\u7684\u5168\u90e8SFT\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. \u68c0\u7d22\u4f18\u5316\u65b9\u6cd5<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\u5bc6\u96c6\u68c0\u7d22\u5668\u5fae\u8c03<\/strong>\uff1a\u901a\u8fc7\u5bf9\u9ad8\u8d28\u91cf\u591a\u8f6e\u95ee\u7b54\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u5c06\u5355\u8f6e\u68c0\u7d22\u5668\u6269\u5c55\u4e3a\u591a\u8f6e\u95ee\u7b54\u573a\u666f\uff0c\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u4e0a\u4e0b\u6587\u68c0\u7d22\u3002<\/h6>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\u67e5\u8be2\u6539\u5199\uff08Query Rewriting\uff09<\/strong>\uff1a\u91c7\u7528\u67e5\u8be2\u6539\u5199\u6a21\u578b\uff08\u5982GPT-3.5-Turbo\uff09\u91cd\u5199\u7528\u6237\u95ee\u9898\u4e3a\u5b8c\u6574\u95ee\u9898\uff0c\u4e0e\u5fae\u8c03\u68c0\u7d22\u5668\u76f8\u6bd4\uff1a1)\u68c0\u7d22\u5668\u5fae\u8c03\u65b9\u6cd5\u5728\u53ec\u56de\u7387\u548c\u6548\u7387\u4e0a\u66f4\u5177\u4f18\u52bf\uff1b2)\u67e5\u8be2\u6539\u5199\u5f15\u5165\u989d\u5916\u8ba1\u7b97\u5f00\u9500\u548cAPI\u6210\u672c\u3002<\/h6>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u57fa\u51c6\u6d4b\u8bd5\uff1aCHATRAG BENCH<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u8986\u76d6<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u957f\u6587\u6863\u6570\u636e\u96c6\uff08\u5982Doc2Dial\u3001QuAC\uff09\u9700\u8981\u68c0\u7d22\uff1b<\/li>\n\n\n\n<li>\u77ed\u6587\u6863\u6570\u636e\u96c6\uff08\u5982CoQA\u3001DoQA\uff09\u76f4\u63a5\u4f5c\u4e3a\u8f93\u5165\uff1b<\/li>\n\n\n\n<li>\u8868\u683c\u6570\u636e\u96c6\uff08\u5982ConvFinQA\u3001SQA\uff09\u6d89\u53ca\u590d\u6742\u7684\u6570\u503c\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u8868\u73b0<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>ChatQA-1.0-70B\u5728\u7efc\u5408\u8bc4\u5206\u4e0a\u8d85\u8d8aGPT-4\uff0854.14\u5bf953.90\uff09\u3002<\/li>\n\n\n\n<li>Llama3-ChatQA-1.5-70B\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u8d85\u8d8aGPT-4-Turbo\uff0c\u9886\u5148\u5e45\u5ea6\u4e3a4.4%\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. \u4e0d\u53ef\u56de\u7b54\u573a\u666f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatQA\u901a\u8fc7\u6807\u6ce8\u5c11\u91cf\u201c\u4e0d\u53ef\u56de\u7b54\u201d\u6837\u672c\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5e7b\u89c9\u751f\u6210\uff1a\n<ul class=\"wp-block-list\">\n<li>ChatQA-1.0-70B\u5728QuAC\u548cDoQA\u6570\u636e\u96c6\u4e0a\u4e0eGPT-4\u6027\u80fd\u63a5\u8fd1\uff0c\u4f18\u4e8eGPT-3.5-Turbo\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>3. \u6d88\u878d\u5b9e\u9a8c<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9636\u6bb5\u4e00\u548c\u9636\u6bb5\u4e8c\u7684\u91cd\u8981\u6027<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u79fb\u9664\u9636\u6bb5\u4e00\u8bad\u7ec3\u540e\uff0c\u6027\u80fd\u4e0b\u964d1.9\u5206\u3002<\/li>\n\n\n\n<li>\u79fb\u9664\u9636\u6bb5\u4e8c\u8bad\u7ec3\u540e\uff0c\u6027\u80fd\u4e0b\u964d10.92\u5206\uff0c\u8868\u660e\u9636\u6bb5\u4e8c\u5bf9\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u96c6\u6210\u6548\u5206\u6790<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u52a0\u5165\u5355\u8f6e\u95ee\u7b54\u6570\u636e\u96c6\u63d0\u5347\u4e86\u591a\u8f6e\u95ee\u7b54\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u4eba\u7c7b\u6ce8\u91ca\u6570\u636e\u7684\u6a21\u578b\u5728\u6587\u672c\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u7279\u522b\u662f\u5728\u4e0d\u53ef\u56de\u7b54\u573a\u666f\u4e2d\u8868\u73b0\u66f4\u4f18\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u5206\u6790\u4e0e\u8ba8\u8bba<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u68c0\u7d22\u7684\u5f71\u54cd<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u68c0\u7d22\u7247\u6bb5\u6570\u91cf\uff1a\u68c0\u7d22top-5\u76f8\u5173\u7247\u6bb5\u80fd\u5728\u6027\u80fd\u548c\u4e0a\u4e0b\u6587\u590d\u6742\u5ea6\u4e4b\u95f4\u53d6\u5f97\u6700\u4f73\u5e73\u8861\u3002<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u987a\u5e8f\uff1a\u987a\u5e8f\u6392\u5217\u4e0e\u9006\u5e8f\u3001\u4ea4\u9519\u6392\u5217\u6027\u80fd\u76f8\u5f53\uff0c\u8868\u660e\u6a21\u578b\u80fd\u591f\u4ece\u590d\u6742\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. \u8868\u683c\u95ee\u7b54\u6027\u80fd<\/strong><\/h5>\n\n\n\n<p>\u5c3d\u7ba1ChatQA\u5728\u6587\u672c\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u8868\u683c\u63a8\u7406\u4efb\u52a1\uff08\u5982SQA\uff09\u4e2d\u4ecd\u7a0d\u900a\u4e8eGPT-4\u3002\u8fd9\u8868\u660e\u6a21\u578b\u5728\u8868\u683c\u7406\u89e3\u548c\u6570\u503c\u63a8\u7406\u65b9\u9762\u8fd8\u6709\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u516d\u3001\u7ed3\u8bba\u4e0e\u672a\u6765\u65b9\u5411<\/h4>\n\n\n\n<p>\u8bba\u6587\u901a\u8fc7\u521b\u65b0\u6027\u53cc\u9636\u6bb5\u5fae\u8c03\u65b9\u6cd5\u548c\u4f18\u5316\u68c0\u7d22\u673a\u5236\uff0c\u5c55\u793a\u4e86ChatQA\u5728\u5bf9\u8bdd\u5f0f\u95ee\u7b54\u4efb\u52a1\u4e2d\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u5176\u6027\u80fd\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u8d85\u8d8a\u4e86GPT-4\u3002\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u8868\u683c\u95ee\u7b54\u4efb\u52a1\u4e0a\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u63a8\u7406\u80fd\u529b\uff1b<\/li>\n\n\n\n<li>\u5728\u6307\u4ee4\u5fae\u8c03\u4e2d\u66f4\u597d\u5730\u5e73\u8861\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027\u548c\u68c0\u7d22\u7247\u6bb5\u7684\u79bb\u6563\u6027\uff1b<\/li>\n\n\n\n<li>\u7814\u7a76\u66f4\u9ad8\u6548\u7684\u68c0\u7d22\u5668\u4f18\u5316\u65b9\u6cd5\u4ee5\u652f\u6301\u8d85\u5927\u89c4\u6a21\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>ChatQA: <a href=\"https:\/\/chatqa-project.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/chatqa-project.github.io\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587ChatQA: Surpassing GPT-4 on Conversational QA and RAG [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,83,84,103,76,86],"class_list":["post-5304","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-chatgpt","tag-nvidia","tag-openai","tag-rag","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587ChatQA: Surpassing GPT-4 on Conversational QA and RAG&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5304","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5304"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5304\/revisions"}],"predecessor-version":[{"id":5306,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5304\/revisions\/5306"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5304"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5304"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5304"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}