{"id":34726,"date":"2024-12-11T19:58:00","date_gmt":"2024-12-11T11:58:00","guid":{"rendered":"https:\/\/17aitech.com\/?p=34726"},"modified":"2024-12-11T19:58:00","modified_gmt":"2024-12-11T11:58:00","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e5%af%b9%e8%af%9d%e6%a8%a1%e5%9e%8bchatqa%e8%bf%9b%e5%8c%96%e5%88%b02-0%e7%89%88%e6%9c%ac%ef%bc%8c%e4%b8%8a%e4%b8%8b%e6%96%87%e9%95%bf%e5%ba%a6%e6%8f%90%e5%88%b0128k","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34726","title":{"rendered":"\u82f1\u4f1f\u8fbe\u5bf9\u8bdd\u6a21\u578bChatQA\u8fdb\u5316\u52302.0\u7248\u672c\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u63d0\u5230128K"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-25-10\" target=\"_blank\">\u82f1\u4f1f\u8fbe\u5bf9\u8bdd\u6a21\u578bChatQA\u8fdb\u5316\u52302.0\u7248\u672c\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u63d0\u5230128K<\/a><\/p>\n<p>\u5f00\u653e LLM \u793e\u533a\u6b63\u662f\u767e\u82b1\u9f50\u653e\u3001\u7ade\u76f8\u4e89\u9e23\u7684\u65f6\u4ee3\uff0c\u4f60\u80fd\u770b\u5230 Llama-3-70B-Instruct\u3001QWen2-72B-Instruct\u3001Nemotron-4-340B-Instruct\u3001Mixtral-8x22BInstruct-v0.1 \u7b49\u8bb8\u591a\u8868\u73b0\u4f18\u826f\u7684\u6a21\u578b\u3002\u4f46\u662f\uff0c\u76f8\u6bd4\u4e8e\u4ee5 GPT-4-Turbo \u4e3a\u4ee3\u8868\u7684\u4e13\u6709\u5927\u6a21\u578b\uff0c\u5f00\u653e\u6a21\u578b\u5728\u5f88\u591a\u9886\u57df\u4f9d\u7136\u8fd8\u6709\u660e\u663e\u5dee\u8ddd\u3002<\/p>\n<p>\u5728\u901a\u7528\u6a21\u578b\u4e4b\u5916\uff0c\u4e5f\u6709\u4e00\u4e9b\u4e13\u7cbe\u5173\u952e\u9886\u57df\u7684\u5f00\u653e\u6a21\u578b\u5df2\u88ab\u5f00\u53d1\u51fa\u6765\uff0c\u6bd4\u5982\u7528\u4e8e\u7f16\u7a0b\u548c\u6570\u5b66\u7684 DeepSeek-Coder-V2\u3001\u7528\u4e8e\u89c6\u89c9 &#8211; \u8bed\u8a00\u4efb\u52a1\u7684 InternVL 1.5\uff08\u5176\u5728\u67d0\u4e9b\u9886\u57df\u53ef\u6bd4\u80a9 GPT-4-Turbo-2024-04-09\uff09\u3002<\/p>\n<p>\u4f5c\u4e3a\u300cAI \u6dd8\u91d1\u65f6\u4ee3\u7684\u5356\u94f2\u738b\u300d\uff0c\u82f1\u4f1f\u8fbe\u81ea\u8eab\u4e5f\u5728\u4e3a\u5f00\u653e\u6a21\u578b\u9886\u57df\u505a\u8d21\u732e\uff0c\u6bd4\u5982\u5176\u5f00\u53d1\u7684 ChatQA \u7cfb\u5217\u6a21\u578b\uff0c\u53c2\u9605<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u62a5\u9053<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650905013&amp;idx=3&amp;sn=fa63794d8550f5f2b595d03f7f362d5d&amp;chksm=84e45dcbb393d4dd1fa5a9a49f8694c1e92dcb12fecde64a396a4ab5fc7e1d2ff132d43ad320&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300a\u82f1\u4f1f\u8fbe\u65b0\u5bf9\u8bdd QA \u6a21\u578b\u51c6\u786e\u5ea6\u8d85 GPT-4\uff0c\u5374\u906d\u5410\u69fd\uff1a\u65e0<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u4ee3\u7801\u610f\u4e49\u4e0d\u5927\u300b<\/a>\u3002\u4eca\u5e74\u521d\uff0cChatQA 1.5 \u53d1\u5e03\uff0c\u5176\u6574\u5408\u4e86\u68c0\u7d22\u589e\u5f3a\u5f0f\u751f\u6210\uff08RAG\uff09\u6280\u672f\uff0c\u5728\u5bf9\u8bdd\u95ee\u7b54\u65b9\u9762\u7684\u8868\u73b0\u8d85\u8fc7\u4e86 GPT-4\u3002<\/p>\n<p>\u73b0\u5728\uff0cChatQA \u8fdb\u5316\u5230 2.0 \u7248\uff0c\u8fd9\u4e00\u6b21\u6539\u8fdb\u7684\u4e3b\u8981\u65b9\u5411\u662f\u6269\u5c55\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-60c0ba96eac52442f9dcf4661b2ecc4e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-60c0ba96eac52442f9dcf4661b2ecc4e.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.14482<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd1\u6bb5\u65f6\u95f4\uff0c\u6269\u5c55 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u662f\u4e00\u5927\u7814\u7a76\u548c\u5f00\u53d1\u70ed\u70b9\uff0c\u6bd4\u5982<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u66fe\u62a5\u9053\u8fc7\u7684<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650914273&amp;idx=4&amp;sn=29af9948131fed3d1896147a65f507d1&amp;chksm=84e4799fb393f089bd648df8ff303b62a712b6fd501b7e2f7f96f431189ef6dea95a6d8372b7&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300a\u76f4\u63a5\u6269\u5c55\u5230\u65e0\u9650\u957f\uff0c\u8c37\u6b4c Infini-Transformer \u7ec8\u7ed3\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e4b\u4e89\u300b<\/a>\u3002<\/p>\n<p>\u6240\u6709\u9886\u5148\u7684\u4e13\u6709 LLM \u90fd\u652f\u6301\u975e\u5e38\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3 \u2014\u2014 \u4f60\u53ef\u4ee5\u5728\u5355\u4e2a prompt \u4e2d\u5411\u5176\u704c\u8f93\u6570\u767e\u9875\u6587\u672c\u3002\u6bd4\u5982 GPT-4 Turbo \u548c Claude 3.5 Sonnet \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u5206\u522b\u4e3a 128K \u548c 200K\u3002\u800c Gemini 1.5 Pro \u53ef\u652f\u6301 10M \u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\uff0c\u8ba9\u4eba\u53f9\u4e3a\u89c2\u6b62\u3002<\/p>\n<p>\u4e0d\u8fc7\u5f00\u6e90\u5927\u6a21\u578b\u4e5f\u5728\u52a0\u7d27\u8ffd\u8d76\u3002\u6bd4\u5982 QWen2-72B-Instruct \u548c Yi-34B \u5404\u81ea\u652f\u6301 128K \u548c 200K \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u4f46\u662f\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u548c\u6280\u672f\u7ec6\u8282\u5e76\u672a\u516c\u5f00\uff0c\u56e0\u6b64\u5f88\u96be\u53bb\u590d\u73b0\u5b83\u4eec\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u8bc4\u4f30\u5927\u90fd\u57fa\u4e8e\u5408\u6210\u4efb\u52a1\uff0c\u65e0\u6cd5\u51c6\u786e\u5730\u4ee3\u8868\u5728\u771f\u5b9e\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u6bd4\u5982\uff0c\u6709\u591a\u9879\u7814\u7a76\u8868\u660e\u5f00\u653e LLM \u548c\u9886\u5148\u7684\u4e13\u6709\u6a21\u578b\u5728\u771f\u5b9e\u4e16\u754c\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u4efb\u52a1\u4e0a\u4f9d\u7136\u5dee\u8ddd\u660e\u663e\u3002<\/p>\n<p>\u800c\u82f1\u4f1f\u8fbe\u7684\u8fd9\u4e2a\u56e2\u961f\u6210\u529f\u8ba9\u5f00\u653e\u7684 Llama-3 \u5728\u771f\u5b9e\u4e16\u754c\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8d76\u4e0a\u4e86\u4e13\u6709\u7684 GPT-4 Turbo\u3002<\/p>\n<p>\u5728 LLM \u793e\u533a\u4e2d\uff0c\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u6709\u65f6\u88ab\u8ba4\u4e3a\u662f\u4e00\u79cd\u80fd\u4e0e RAG \u7ade\u4e89\u7684\u6280\u672f\u3002\u4f46\u5b9e\u4e8b\u6c42\u662f\u5730\u8bf4\uff0c\u8fd9\u4e9b\u6280\u672f\u662f\u53ef\u4ee5\u76f8\u4e92\u589e\u76ca\u7684\u3002<\/p>\n<p>\u5bf9\u5177\u6709\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684 LLM \u6765\u8bf4\uff0c\u6839\u636e\u4e0b\u6e38\u4efb\u52a1\u4ee5\u53ca\u51c6\u786e\u5ea6\u548c\u6548\u7387\u4e4b\u95f4\u7684\u6743\u8861\uff0c\u53ef\u4ee5\u8003\u8651\u5728 prompt \u9644\u5e26\u5927\u91cf\u6587\u672c\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u68c0\u7d22\u65b9\u6cd5\u4ece\u5927\u91cf\u6587\u672c\u4e2d\u9ad8\u6548\u5730\u63d0\u53d6\u51fa\u76f8\u5173\u4fe1\u606f\u3002RAG \u5177\u6709\u660e\u663e\u7684\u6548\u7387\u4f18\u52bf\uff0c\u53ef\u4e3a\u57fa\u4e8e<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u7684\u4efb\u52a1\u8f7b\u677e\u5730\u4ece\u6570\u5341\u4ebf token \u4e2d\u68c0\u7d22\u51fa\u76f8\u5173\u4fe1\u606f\u3002\u8fd9\u662f\u957f\u4e0a\u4e0b\u6587\u6a21\u578b\u65e0\u6cd5\u5177\u5907\u7684\u4f18\u52bf\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u957f\u4e0a\u4e0b\u6587\u6a21\u578b\u5374\u975e\u5e38\u64c5\u957f\u6587\u6863\u603b\u7ed3\u7b49 RAG \u53ef\u80fd\u5e76\u4e0d\u64c5\u957f\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5bf9\u4e00\u4e2a\u5148\u8fdb\u7684 LLM \u6765\u8bf4\uff0c\u8fd9\u4e24\u79cd\u80fd\u529b\u90fd\u9700\u8981\uff0c\u5982\u6b64\u624d\u80fd\u6839\u636e\u4e0b\u6e38\u4efb\u52a1\u4ee5\u53ca\u51c6\u786e\u5ea6\u548c\u6548\u7387\u9700\u6c42\u6765\u8003\u8651\u4f7f\u7528\u54ea\u4e00\u79cd\u3002<\/p>\n<p>\u6b64\u524d\uff0c\u82f1\u4f1f\u8fbe\u5f00\u6e90\u7684 ChatQA 1.5 \u6a21\u578b\u5df2\u7ecf\u80fd\u5728 RAG \u4efb\u52a1\u4e0a\u80dc\u8fc7 GPT-4-Turbo \u4e86\u3002\u4f46\u4ed6\u4eec\u6ca1\u6709\u6b62\u6b65\u4e8e\u6b64\uff0c\u5982\u4eca\u53c8\u5f00\u6e90\u4e86 ChatQA 2\uff0c\u5c06\u8db3\u4ee5\u6bd4\u80a9 GPT-4-Turbo \u7684\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u4e5f\u6574\u5408\u4e86\u8fdb\u6765\uff01<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u57fa\u4e8e Llama-3 \u6a21\u578b\uff0c\u5c06\u5176\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u5230\u4e86 128K\uff08\u4e0e GPT-4-Turbo \u540c\u7b49\u6c34\u5e73\uff09\uff0c\u540c\u65f6\u8fd8\u4e3a\u5176\u914d\u5907\u4e86\u5f53\u524d\u6700\u4f73\u7684\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u5668\u3002<\/p>\n<p><strong>\u5c06\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u81f3 128K<\/strong><\/p>\n<p>\u90a3\u4e48\uff0c\u82f1\u4f1f\u8fbe\u5982\u4f55\u628a Llama-3 \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ece 8K \u63d0\u5347\u5230\u4e86 128K\uff1f\u9996\u5148\uff0c\u4ed6\u4eec\u57fa\u4e8e Slimpajama \u51c6\u5907\u4e86\u4e00\u4e2a\u957f\u4e0a\u4e0b\u6587\u9884\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\uff0c\u4f7f\u7528\u7684\u65b9\u6cd5\u5219\u6765\u81ea Fu et al. (2024) \u7684\u8bba\u6587\u300aData engineering for scaling language models to 128k context\u300b\u3002<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ed6\u4eec\u8fd8\u5f97\u5230\u4e86\u4e00\u4e2a\u6709\u8da3\u53d1\u73b0\uff1a\u76f8\u6bd4\u4e8e\u4f7f\u7528\u539f\u6709\u7684\u8d77\u59cb\u548c\u7ed3\u675f token  \u548c \uff0c\u4f7f\u7528 <s> \u8fd9\u6837\u7684\u7279\u6b8a\u5b57\u7b26\u6765\u5206\u9694\u4e0d\u540c\u6587\u6863\u7684\u6548\u679c\u4f1a\u66f4\u597d\u3002\u4ed6\u4eec\u731c\u6d4b\uff0c\u539f\u56e0\u662f Llama-3 \u4e2d\u7684  \u548c  token \u662f\u544a\u77e5\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u4e4b\u540e\u5ffd\u7565\u4e4b\u524d\u7684\u6587\u672c\u5757\uff0c\u4f46\u8fd9\u65e0\u52a9\u4e8e LLM \u9002\u5e94\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\u3002<\/s><\/p>\n<p><strong>\u4f7f\u7528\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u79cd\u53ef\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u548c RAG \u6027\u80fd\u7684\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u79cd\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\u3002\u524d\u4e24\u4e2a\u9636\u6bb5\u4e0e ChatQA 1.5 \u4e00\u6837\uff0c\u5373\u9996\u5148\u5728 128K \u9ad8\u8d28\u91cf\u6307\u4ee4\u9075\u4ece\u6570\u636e\u96c6\u8bad\u7ec3\u6a21\u578b\uff0c\u7136\u540e\u4f7f\u7528\u5bf9\u8bdd\u95ee\u7b54\u6570\u636e\u548c\u6240\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u7ec4\u6210\u7684\u6df7\u5408\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u4f46\u662f\uff0c\u8fd9\u4e24\u4e2a\u9636\u6bb5\u6d89\u53ca\u7684\u4e0a\u4e0b\u6587\u90fd\u6bd4\u8f83\u77ed \u2014\u2014 \u5e8f\u5217\u957f\u5ea6\u6700\u5927\u4e5f\u4e0d\u8fc7 4K token\u3002\u4e3a\u4e86\u5c06\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u63d0\u5347\u5230 128K token\uff0c\u8be5\u56e2\u961f\u6536\u96c6\u4e86\u4e00\u4e2a\u957f\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\u6570\u636e\u96c6\u3002<\/p>\n<p>\u5176\u91c7\u7528\u4e86\u4e24\u79cd\u6536\u96c6\u65b9\u5f0f\uff1a<\/p>\n<p>1. \u5bf9\u4e8e\u77ed\u4e8e 32k \u7684 SFT \u6570\u636e\u5e8f\u5217\uff1a\u5229\u7528\u73b0\u6709\u7684\u57fa\u4e8e LongAlpaca12k \u7684\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u96c6\u3001\u6765\u81ea Open Orca \u7684 GPT-4 \u6837\u672c\u3001Long Data Collections\u3002<\/p>\n<p>2. \u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6\u5728 32k \u5230 128k \u4e4b\u95f4\u7684\u6570\u636e\uff1a\u7531\u4e8e\u6536\u96c6\u6b64\u7c7b SFT \u6837\u672c\u7684\u96be\u5ea6\u5f88\u5927\uff0c\u56e0\u6b64\u4ed6\u4eec\u9009\u62e9\u4e86\u5408\u6210\u6570\u636e\u96c6\u3002\u4ed6\u4eec\u4f7f\u7528\u4e86 NarrativeQA\uff0c\u5176\u4e2d\u65e2\u5305\u542b\u771f\u5b9e\u7684\u603b\u7ed3\uff08ground truth\uff09\uff0c\u4e5f\u5305\u542b\u8bed\u4e49\u76f8\u5173\u7684\u6bb5\u843d\u3002\u4ed6\u4eec\u5c06\u6240\u6709\u76f8\u5173\u6bb5\u843d\u7ec4\u88c5\u5230\u4e86\u4e00\u8d77\uff0c\u5e76\u968f\u673a\u63d2\u5165\u771f\u5b9e\u603b\u7ed3\u4ee5\u6a21\u62df\u7528\u4e8e\u95ee\u7b54\u5bf9\u7684\u771f\u5b9e\u957f\u6587\u6863\u3002<\/p>\n<p>\u7136\u540e\uff0c\u5c06\u524d\u4e24\u4e2a\u9636\u6bb5\u5f97\u5230\u7684\u5168\u957f\u7684 SFT \u6570\u636e\u96c6\u548c\u77ed SFT \u6570\u636e\u96c6\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u518d\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u91cc<mark data-type=\"concepts\" data-id=\"444ad8d1-7262-46c9-94b7-fe0aa9227006\">\u5b66\u4e60\u7387<\/mark>\u8bbe\u7f6e\u4e3a 3e-5\uff0c\u6279\u91cf\u5927\u5c0f\u4e3a 32\u3002<\/p>\n<p><strong>\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u5668\u9047\u4e0a\u957f\u4e0a\u4e0b\u6587 LLM<\/strong><\/p>\n<p>\u5f53\u524d LLM \u4f7f\u7528\u7684 RAG \u6d41\u7a0b\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\uff1a<\/p>\n<p>1. \u4e3a\u4e86\u751f\u6210\u51c6\u786e\u7b54\u6848\uff0ctop-k \u9010\u5757\u68c0\u7d22\u4f1a\u5f15\u5165\u4e0d\u53ef\u5ffd\u7565\u7684\u4e0a\u4e0b\u6587\u788e\u7247\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e4b\u524d\u6700\u4f73\u7684\u57fa\u4e8e\u5bc6\u96c6\u5d4c\u5165\u7684\u68c0\u7d22\u5668\u4ec5\u652f\u6301 512 token\u3002<\/p>\n<p>2. \u5c0f top-k\uff08\u6bd4\u5982 5 \u6216 10\uff09\u4f1a\u5bfc\u81f4\u53ec\u56de\u7387\u76f8\u5bf9\u8f83\u4f4e\uff0c\u800c\u5927 top-k\uff08\u6bd4\u5982 100\uff09\u5219\u4f1a\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u53d8\u5dee\uff0c\u56e0\u4e3a\u4e4b\u524d\u7684 LLM \u65e0\u6cd5\u5f88\u597d\u5730\u4f7f\u7528\u592a\u591a\u5df2<mark data-type=\"tech_tasks\" data-id=\"70d1a967-90f5-47be-b22f-1e2c746f4914\">\u5206\u5757<\/mark>\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4f7f\u7528\u6700\u8fd1\u671f\u7684\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u5668\uff0c\u5176\u652f\u6301\u6210\u5343\u4e0a\u4e07 token\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u9009\u62e9\u4f7f\u7528 E5-mistral \u5d4c\u5165\u6a21\u578b\u4f5c\u4e3a\u68c0\u7d22\u5668\u3002<\/p>\n<p>\u8868 1 \u6bd4\u8f83\u4e86 top-k \u68c0\u7d22\u7684\u4e0d\u540c\u5757\u5927\u5c0f\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u7684 token \u603b\u6570\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f79040219958ee8d7cfedd4bf61be8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f79040219958ee8d7cfedd4bf61be8d.png\"><\/a><\/p>\n<p>\u6bd4\u8f83 token \u6570\u4ece 3000 \u5230 12000 \u7684\u53d8\u5316\u60c5\u51b5\uff0c\u8be5\u56e2\u961f\u53d1\u73b0 token \u8d8a\u591a\uff0c\u7ed3\u679c\u8d8a\u597d\uff0c\u8fd9\u5c31\u786e\u8ba4\u4e86\u65b0\u6a21\u578b\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u786e\u5b9e\u4e0d\u9519\u3002\u4ed6\u4eec\u8fd8\u53d1\u73b0\uff0c\u5982\u679c\u603b token \u6570\u4e3a 6000\uff0c\u5219\u6210\u672c\u548c\u6027\u80fd\u4e4b\u95f4\u4f1a\u6709\u6bd4\u8f83\u597d\u7684\u6743\u8861\u3002\u5f53\u5c06\u603b token \u6570\u8bbe\u5b9a\u4e3a 6000 \u540e\uff0c\u4ed6\u4eec\u53c8\u53d1\u73b0\u6587\u672c\u5757\u8d8a\u5927\uff0c\u7ed3\u679c\u8d8a\u597d\u3002\u56e0\u6b64\uff0c\u5728\u5b9e\u9a8c\u4e2d\uff0c\u4ed6\u4eec\u9009\u62e9\u7684\u9ed8\u8ba4\u8bbe\u7f6e\u662f\u5757\u5927\u5c0f\u4e3a 1200 \u4ee5\u53ca top-5 \u7684\u6587\u672c\u5757\u3002<\/p>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p><strong>\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark><\/strong><\/p>\n<p>\u4e3a\u4e86\u8fdb\u884c\u5168\u9762\u7684\u8bc4\u4f30\uff0c\u5206\u6790\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u4e09\u7c7b\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff1a<\/p>\n<p>1. \u957f\u4e0a\u4e0b\u6587<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u8d85\u8fc7 100K token\uff1b<\/p>\n<p>2. \u4e2d\u7b49\u957f\u4e0a\u4e0b\u6587<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u4f4e\u4e8e 32K token\uff1b<\/p>\n<p>3. \u77ed\u4e0a\u4e0b\u6587<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u4f4e\u4e8e 4K token\u3002<\/p>\n<p>\u5982\u679c\u4e0b\u6e38\u4efb\u52a1\u53ef\u4ee5\u4f7f\u7528 RAG\uff0c\u4fbf\u4f1a\u4f7f\u7528 RAG\u3002<\/p>\n<p><strong>\u7ed3\u679c<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u9996\u5148\u8fdb\u884c\u4e86\u57fa\u4e8e\u5408\u6210\u6570\u636e\u7684 Needle in a Haystack\uff08\u5927\u6d77\u635e\u9488\uff09\u6d4b\u8bd5\uff0c\u7136\u540e\u6d4b\u8bd5\u4e86\u6a21\u578b\u7684\u771f\u5b9e\u4e16\u754c\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u548c RAG \u80fd\u529b\u3002<\/p>\n<p>1. \u5927\u6d77\u635e\u9488\u6d4b\u8bd5<\/p>\n<p>Llama3-ChatQA-2-70B \u80fd\u5426\u5728\u6587\u672c\u4e4b\u6d77\u4e2d\u627e\u5230\u76ee\u6807\u9488\uff1f\u8fd9\u662f\u4e00\u4e2a\u5e38\u7528\u4e8e\u6d4b\u8bd5 LLM \u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u7684\u5408\u6210\u4efb\u52a1\uff0c\u53ef\u770b\u4f5c\u662f\u5728\u8bc4\u4f30 LLM \u7684\u9608\u503c\u6c34\u5e73\u3002\u56fe 1 \u5c55\u793a\u4e86\u65b0\u6a21\u578b\u5728 128K token \u4e2d\u7684\u8868\u73b0\uff0c\u53ef\u4ee5\u770b\u5230\u65b0\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u8fbe\u5230\u4e86 100%\u3002\u8be5\u6d4b\u8bd5\u8bc1\u5b9e\u65b0\u6a21\u578b\u5177\u6709\u582a\u79f0\u5b8c\u7f8e\u7684\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3a7c33bad8b7750226bc0cc4e30520bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3a7c33bad8b7750226bc0cc4e30520bd.png\"><\/a><\/p>\n<p>2. \u8d85\u8fc7 100K token \u7684\u957f\u4e0a\u4e0b\u6587\u8bc4\u4f30<\/p>\n<p>\u5728\u6765\u81ea InfiniteBench \u7684\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u4e0a\uff0c\u8be5\u56e2\u961f\u8bc4\u4f30\u4e86\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d85\u8fc7 100K token \u65f6\u7684\u6027\u80fd\u8868\u73b0\u3002\u7ed3\u679c\u89c1\u8868 2\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4caf70958a359a893a7163ee028178d2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4caf70958a359a893a7163ee028178d2.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u65b0\u6a21\u578b\u7684\u8868\u73b0\u4f18\u4e8e\u8bb8\u591a\u5f53\u524d\u6700\u4f73\u6a21\u578b\uff0c\u6bd4\u5982 GPT4-Turbo-2024-04-09 (33.16)\u3001GPT4-1106 preview (28.23)\u3001Llama-3-70B-Instruct-Gradient-262k (32.57) \u548c Claude 2 (33.96)\u3002\u6b64\u5916\uff0c\u65b0\u6a21\u578b\u7684\u6210\u7ee9\u4e5f\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1 Qwen2-72B-Instruct \u5f97\u5230\u7684\u6700\u9ad8\u5206\u6570 34.88\u3002\u6574\u4f53\u6765\u770b\uff0c\u82f1\u4f1f\u8fbe\u7684\u8fd9\u4e2a\u65b0\u6a21\u578b\u9887\u5177\u7ade\u4e89\u529b\u3002<\/p>\n<p>3. token \u6570\u5728 32K \u4ee5\u5185\u7684\u4e2d\u7b49\u957f\u4e0a\u4e0b\u6587\u8bc4\u4f30<\/p>\n<p>\u8868 3 \u7ed9\u51fa\u4e86\u4e0a\u4e0b\u6587\u7684 token \u6570\u5728 32K \u4ee5\u5185\u65f6\u5404\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c7ca23a6aee6265b7480f7c7428f3c06.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c7ca23a6aee6265b7480f7c7428f3c06.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0cGPT-4-Turbo-2024-04-09 \u7684\u5206\u6570\u6700\u9ad8\uff0c\u4e3a 51.93\u3002\u65b0\u6a21\u578b\u7684\u5206\u6570\u4e3a 47.37\uff0c\u6bd4 Llama-3-70B-Instruct-Gradient-262k \u9ad8\uff0c\u4f46\u4f4e\u4e8e Qwen2-72B-Instruct\u3002\u539f\u56e0\u53ef\u80fd\u662f Qwen2-72B-Instruct \u7684\u9884\u8bad\u7ec3\u5927\u91cf\u4f7f\u7528\u4e86 32K token\uff0c\u800c\u8be5\u56e2\u961f\u4f7f\u7528\u7684\u6301\u7eed\u9884\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u5c0f\u5f97\u591a\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u53d1\u73b0\u6240\u6709 RAG \u89e3\u51b3\u65b9\u6848\u7684\u8868\u73b0\u90fd\u900a\u4e8e\u957f\u4e0a\u4e0b\u6587\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u8868\u660e\u6240\u6709\u8fd9\u4e9b\u5f53\u524d\u6700\u4f73\u7684\u957f\u4e0a\u4e0b\u6587 LLM \u90fd\u53ef\u4ee5\u5728\u5176\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185\u5904\u7406 32K token\u3002<\/p>\n<p>4. ChatRAG Bench\uff1atoken \u6570\u4f4e\u4e8e 4K \u7684\u77ed\u4e0a\u4e0b\u6587\u8bc4\u4f30<\/p>\n<p>\u5728 ChatRAG Bench \u4e0a\uff0c\u8be5\u56e2\u961f\u8bc4\u4f30\u4e86\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u957f\u5ea6\u5c11\u4e8e 4K token \u65f6\u7684\u6027\u80fd\u8868\u73b0\uff0c\u89c1\u8868 4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4319a64f79da1e215e5128598bdf17a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4319a64f79da1e215e5128598bdf17a8.png\"><\/a><\/p>\n<p>\u65b0\u6a21\u578b\u7684\u5e73\u5747\u5206\u6570\u4e3a 54.81\u3002\u5c3d\u7ba1\u8fd9\u4e2a\u6210\u7ee9\u4e0d\u53ca Llama3-ChatQA-1.5-70B\uff0c\u4f46\u4f9d\u7136\u4f18\u4e8e GPT-4-Turbo-2024-04-09 \u548c 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f8519ddc3a56a37948ba2a475754ca09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f8519ddc3a56a37948ba2a475754ca09.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u4e0b\u6e38\u4efb\u52a1\u7684\u5e8f\u5217\u957f\u5ea6\u4f4e\u4e8e 32K \u65f6\uff0c\u65b0\u63d0\u51fa\u7684\u957f\u4e0a\u4e0b\u6587\u89e3\u51b3\u65b9\u6848\u4f18\u4e8e RAG\u3002\u8fd9\u610f\u5473\u7740\u4f7f\u7528 RAG \u53ef\u4ee5\u8282\u7701\u6210\u672c\uff0c\u4f46\u51c6\u786e\u5ea6\u4f1a\u6709\u6240\u4e0b\u964d\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5f53\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d85\u8fc7 100K \u65f6\uff0cRAG\uff08Llama3-ChatQA-2-70B \u4f7f\u7528 top-5\uff0cQwen2-72B-Instruct \u4f7f\u7528 top-20\uff09\u4f18\u4e8e\u957f\u4e0a\u4e0b\u6587\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u610f\u5473\u7740\u5f53 token \u6570\u8d85\u8fc7 128K 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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