{"id":20268,"date":"2024-04-22T08:55:46","date_gmt":"2024-04-22T00:55:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20268"},"modified":"2024-04-22T09:13:53","modified_gmt":"2024-04-22T01:13:53","slug":"%e5%bc%80%e6%ba%90%e6%a8%a1%e5%9e%8b%e6%89%93%e8%b4%a5gpt-4%ef%bc%81llm%e7%ab%9e%e6%8a%80%e5%9c%ba%e6%9c%80%e6%96%b0%e6%88%98%e6%8a%a5%ef%bc%8ccohere-command-r%e4%b8%8a%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/04\/22\/20268\/","title":{"rendered":"\u5f00\u6e90\u6a21\u578b\u6253\u8d25GPT-4\uff01LLM\u7ade\u6280\u573a\u6700\u65b0\u6218\u62a5\uff0cCohere Command R+\u4e0a\u7ebf"},"content":{"rendered":"<div><img data-dominant-color=\"246f9b\" data-has-transparency=\"false\" style=\"--dominant-color: #246f9b;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20272\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/th-4-300x191-1.jpg\" width=\"300\" height=\"191\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/th-4-300x191-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/th-4-300x191-1-150x96.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u8fd1\u65e5\uff0cLLM\u7ade\u6280\u573a\u66f4\u65b0\u4e86\u6218\u62a5\uff0cCommand R+\u63a8\u51fa\u4e0d\u5230\u4e00\u5468\uff0c\u5c31\u6210\u4e86\u5386\u53f2\u4e0a\u7b2c\u4e00\u4e2a\u51fb\u8d25\u4e86GPT-4\u7684\u5f00\u6e90\u6a21\u578b\uff01\u76ee\u524d\uff0cCommand R+\u5df2\u7ecf\u4e0a\u7ebfHuggingChat\uff0c\u53ef\u4ee5\u514d\u8d39\u8bd5\u73a9\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>GPT-4\u53c8\u53c8\u53c8\u88ab\u8d85\u8d8a\u4e86\uff01<\/p>\n<p>\u8fd1\u65e5\uff0cLLM\u7ade\u6280\u573a\u66f4\u65b0\u4e86\u6218\u62a5\uff0c\u4eba\u4eec\u9707\u60ca\u5730\u53d1\u73b0\uff1a\u5c45\u7136\u6709\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\u5e72\u6389\u4e86GPT-4\uff01<\/p>\n<p>\u8fd9\u5c31\u662fCohere\u5728\u4e00\u5468\u591a\u524d\u624d\u53d1\u5e03\u7684Command R+\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/0872526427b11a7f8e45060a504870a0dfdd0f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6392\u884c\u699c\u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/lmsys\/chatbot-arena-leaderboard<\/p>\n<p>\u622a\u81f3\u5c0f\u7f16\u7801\u5b57\u7684\u8fd9\u4e2a\u65f6\u95f4\uff0c\u7ade\u6280\u573a\u6392\u884c\u699c\u66f4\u65b0\u5230\u4e864\u670811\u53f7\uff0cCommand R+\u62ff\u5230\u4e862.3\u4e07\u7684\u6295\u7968\uff0c<\/p>\n<p>\u7efc\u5408\u5f97\u5206\u8d85\u8d8a\u4e86\u65e9\u671f\u7248\u672c\u7684GPT-4\uff080613\uff09\uff0c\u548cGPT-4-0314\u7248\u672c\u5e76\u5217\u7b2c7\u4f4d\uff0c\u2014\u2014\u800c\u5b83\u53ef\u662f\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\uff08\u4e0d\u5141\u8bb8\u5546\u7528\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/21\/33a3e76614f52c19fe0915adfa6cd64a9ba047.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd9\u8fb9\u5efa\u8baeAltman\uff0c\u4e0d\u7ba1\u662fGPT-4.5\u8fd8\u662fGPT-5\uff0c\u8d76\u7d27\u7aef\u4e0a\u6765\u5427\uff0c\u4e0d\u7136\u5bb6\u90fd\u88ab\u5077\u6ca1\u4e86\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/21\/77825e28465637223e4194ee8f1365c99d816c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0d\u8fc7\u4e8b\u5b9e\u4e0aOpenAI\u4e5f\u6ca1\u95f2\u7740\uff0c\u5728\u88abClaude 3\u4e00\u5bb6\u5c60\u699c\uff0c\u5fcd\u53d7\u4e86\u77ed\u6682\u7684\u5c48\u8fb1\u4e4b\u540e\uff0c\u5f88\u5feb\u5c31\u653e\u51fa\u4e86\u4e00\u4e2a\u65b0\u7248\u672c\uff08GPT-4-Turbo-2024-04-09\uff09\uff0c\u76f4\u63a5\u91cd\u5f52\u738b\u5ea7\u3002<\/p>\n<p>\u8fd9\u4e5f\u5bfc\u81f4\u6392\u884c\u699c\u4e0a\u5927\u5bb6\u7684\u6392\u540d\u77ac\u95f4\u90fd\u6389\u4e86\u4e00\u4f4d\uff0c\u672c\u6765Command R+\u57289\u53f7\u7684\u7248\u672c\u4e2d\u662f\u6392\u4f4d\u5168\u7403\u7b2c6\u7684\u3002<\/p>\n<p>\u2014\u2014\u5927\u54e5\u4f60\u4e0d\u8bb2\u6b66\u5fb7\uff01<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/21\/f5e79dc214abad23573785348fd754a5cce88c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0cCommand R+\u4f5c\u4e3a\u9996\u4e2a\u51fb\u8d25\u4e86GPT-4\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4e5f\u7b97\u662f\u8ba9\u5f00\u6e90\u793e\u533a\u626c\u7709\u5410\u6c14\u4e86\u4e00\u628a\uff0c\u800c\u4e14\u8fd9\u53ef\u662f\u5927\u4f6c\u8ba4\u53ef\u7684\u5802\u5802\u6b63\u6b63\u7684\u5bf9\u51b3\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/21\/21fdbcc49d1eb2436560902825343e9cd47fbb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Cohere\u7684\u673a\u5668\u5b66\u4e60\u603b\u76d1Nils Reimers\u8fd8\u8868\u793a\uff0c\u8fd9\u8fd8\u4e0d\u662fCommand R+\u7684\u771f\u5b9e\u5b9e\u529b\uff0c\u5b83\u7684\u4f18\u52bf\u533a\u95f4\u662fRAG\u548c\u5de5\u5177\u4f7f\u7528\u7684\u80fd\u529b\uff0c\u800c\u8fd9\u4e9b\u80fd\u529b\u5728LLM\u7ade\u6280\u573a\u4e2d\u6ca1\u6709\u7528\u5230\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/21\/a5b6fa1034260b19f8d54300a711661337244b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5728Cohere\u5b98\u65b9\u5c06Command R+\u63cf\u8ff0\u4e3a\u300cRAG\u4f18\u5316\u6a21\u578b\u300d\u3002<\/p>\n<p>\u300c\u5272\u9ea6\u5b50\u300d\u548c\u6700\u5927\u7684\u5f00\u6e90\u6a21\u578b<\/p>\n<p>\u6beb\u65e0\u7591\u95ee\uff0cCohere\u662f\u5f53\u524dAI\u9886\u57df\u7684\u72ec\u89d2\u517d\uff0c\u800c\u5b83\u7684\u8054\u5408\u521b\u59cb\u4eba\u517cCEO\uff0c\u6b63\u662f\u5927\u540d\u9f0e\u9f0e\u7684\u300cTransformer\u516b\u5b50\u300d\u4e4b\u4e00\u7684\u300c\u5272\u9ea6\u5b50\u300d\uff08Aidan Gomez\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/21\/21fe09759411e0a996619438362a936fb28e18.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Aidan Gomez<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/21\/c15217e252452cd2700117a4d9523d834e1843.webp\" data-type=\"block\" \/><\/p>\n<p>\u4f5c\u4e3aTransformer\u6700\u5e74\u8f7b\u7684\u4f5c\u8005\uff0c\u4e00\u51fa\u624b\u5c31\u662f\u6700\u5927\u89c4\u6a21\u7684\u5f00\u6e90\u6a21\u578b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/99859dd50edc9a5d64615314089f651bd3fd3d.webp\" data-type=\"block\" \/><\/p>\n<p>\u6b63\u9762\u5bf9\u6218claude-3, mistral-large, gpt-4 turbo\uff1b<\/p>\n<p>1040\u4ebf\u53c2\u6570\uff1b<\/p>\n<p>\u4f7f\u7528\u591a\u6b65\u9aa4\u5de5\u5177\u548cRAG\u6784\u5efa\uff1b<\/p>\n<p>\u652f\u630110\u79cd\u8bed\u8a00\uff1b<\/p>\n<p>\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a128K\uff1b<\/p>\n<p>\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u5f15\u7528\u548c\u54cd\u5e94\uff1b<\/p>\n<p>\u9488\u5bf9\u4ee3\u7801\u80fd\u529b\u8fdb\u884c\u4e86\u4f18\u5316\uff1b<\/p>\n<p>\u63d0\u4f9b4\u4f4d\u548c8\u4f4d\u7684\u91cf\u5316\u7248\u672c\u3002<\/p>\n<p>Command R+\u4e13\u4e3a\u5b9e\u9645\u4f01\u4e1a\u7528\u4f8b\u800c\u6784\u5efa\uff0c\u4e13\u6ce8\u4e8e\u5e73\u8861\u9ad8\u6548\u7387\u548c\u9ad8\u7cbe\u5ea6\uff0c\u4f7f\u4f01\u4e1a\u80fd\u591f\u8d85\u8d8a\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5e76\u901a\u8fc7AI\u8fdb\u5165\u751f\u4ea7\u3002<\/p>\n<p>huggingface\u5730\u5740\uff1ahttps:\/\/huggingface.co\/CohereForAI\/c4ai-command-r-plus<\/p>\n<p>\u91cf\u5316\u7248\u672c\uff1ahttps:\/\/huggingface.co\/CohereForAI\/c4ai-command-r-plus-4bit<\/p>\n<p>\u2014\u2014\u5f53\u7136\u4e86\uff0c1040\u4ebf\u7684\u53c2\u6570\u91cf\uff0c\u76f8\u6bd4\u4e8e\u524d\u6bb5\u65f6\u95f4Musk\u5f00\u6e90\u7684Grok-1\uff083140\u4ebf\uff09\u8fd8\u5dee\u4e86\u4e00\u4e9b\uff0c\u4f46Command R+\u5e76\u975eGrok\u90a3\u79cdMoE\u67b6\u6784\uff0c<\/p>\n<p>\u6240\u4ee5\u8fd91040\u4ebf\u53c2\u6570\u662f\u5b9e\u6253\u5b9e\u7684\u5b8c\u5168\u7528\u4e8e\u63a8\u7406\uff0c\u800cGrok-1\u7684\u6d3b\u8dc3\u53c2\u6570\u4e3a860\u4ebf\u2014\u2014\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c\u8bf4Command R+\u662f\u76ee\u524d\u89c4\u6a21\u6700\u5e9e\u5927\u7684\u5f00\u6e90\u6a21\u578b\u4e5f\u4e0d\u4e3a\u8fc7\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/21\/69cd77d75b7b4d87fc94252f8bb796be69ed41.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f5c\u4e3aCommand R\u7684\u8fdb\u5316\u7248\u672c\uff0c\u8fdb\u4e00\u6b65\u5168\u9762\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u4e3b\u8981\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n<p>-\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u4e0e\u5f15\u7528\u4ee5\u51cf\u5c11\u5e7b\u89c9<\/p>\n<p>-10\u79cd\u4e3b\u8981\u8bed\u8a00\u7684\u591a\u8bed\u8a00\u8986\u76d6\uff0c\u652f\u6301\u5168\u7403\u4e1a\u52a1\u8fd0\u8425<\/p>\n<p>-\u5de5\u5177\u7684\u8fd0\u7528\u4ee5\u81ea\u52a8\u5316\u590d\u6742\u7684\u4e1a\u52a1\u6d41\u7a0b<\/p>\n<p>\u5728\u6027\u80fd\u4f18\u4e8e\u7ade\u54c1\u7684\u540c\u65f6\uff0cCommand R+\u8fd8\u63d0\u4f9b\u4e86\u76f8\u5bf9\u4f4e\u5f97\u591a\u7684\u4ef7\u683c\u3002<\/p>\n<p>\u76ee\u524d\uff0cCohere\u5df2\u7ecf\u4e0e\u591a\u5bb6\u5927\u5382\u5408\u4f5c\uff0c\u5e76\u5c06LLM\u90e8\u7f72\u5230\u4e86Amazon Sagemaker\u548cMicrosoft Azure\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s5.51cto.com\/oss\/202404\/21\/d47cf913633604c25fd663d800df5d53143753.webp\" data-type=\"block\" \/><\/p>\n<p>\u4e0a\u9762\u5de6\u56fe\u5c55\u793a\u4e86Azure\u4e0a\u53ef\u7528\u7684\u6a21\u578b\uff0c\u5728\u4e09\u4e2a\u5173\u952e\u529f\u80fd\u65b9\u9762\u7684\u6027\u80fd\u6bd4\u8f83\uff08\u6a21\u578b\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5e73\u5747\u5f97\u5206\uff09\uff1a\u591a\u8bed\u8a00\u3001RAG\u548c\u5de5\u5177\u4f7f\u7528\u3002<\/p>\n<p>\u53f3\u56fe\u6bd4\u8f83\u4e86Azure\u4e0a\u53ef\u7528\u6a21\u578b\u7684\u6bcf\u767e\u4e07\u4e2a\u8f93\u5165\u548c\u8f93\u51fatoken\u6210\u672c\u3002<\/p>\n<h4>\u884c\u4e1a\u9886\u5148\u7684RAG\u89e3\u51b3\u65b9\u6848<\/h4>\n<p>\u4f01\u4e1a\u60f3\u901a\u8fc7\u4e13\u6709\u6570\u636e\u5b9a\u5236\u81ea\u5df1\u7684LLM\uff0c\u5c31\u5fc5\u7136\u7ed5\u4e0d\u5f00RAG\u3002<\/p>\n<p>Command R+\u9488\u5bf9\u9ad8\u7ea7RAG\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u53ef\u63d0\u4f9b\u9ad8\u5ea6\u53ef\u9760\u3001\u53ef\u9a8c\u8bc1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u65b0\u6a21\u578b\u63d0\u9ad8\u4e86\u54cd\u5e94\u7684\u51c6\u786e\u6027\uff0c\u5e76\u63d0\u4f9b\u4e86\u51cf\u8f7b\u5e7b\u89c9\u7684\u5185\u8054\u5f15\u7528\uff0c\u53ef\u5e2e\u52a9\u4f01\u4e1a\u4f7f\u7528AI\u8fdb\u884c\u6269\u5c55\uff0c\u4ee5\u5feb\u901f\u627e\u5230\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c<\/p>\n<p>\u652f\u6301\u8de8\u8d22\u52a1\u3001\u4eba\u529b\u8d44\u6e90\u3001\u9500\u552e\u3001\u8425\u9500\u548c\u5ba2\u6237\u652f\u6301\u7b49\u4e1a\u52a1\u804c\u80fd\u90e8\u95e8\u7684\u4efb\u52a1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/21\/922f80060f167d3ae2066968b5f8dab084dc15.webp\" data-type=\"block\" \/><\/p>\n<p>\u4e0a\u9762\u5de6\u56fe\u662f\u5728\u4eba\u7c7b\u504f\u597d\u4e0a\u7684\u8bc4\u4f30\u6bd4\u8f83\u7ed3\u679c\uff0c\u5305\u62ec\u6587\u672c\u6d41\u7545\u5ea6\u3001\u5f15\u6587\u8d28\u91cf\u548c\u6574\u4f53\u6548\u7528\uff0c\u5176\u4e2d\u5f15\u6587\u662f\u5728\u8fde\u63a5\u5230\u6e90\u6587\u6863\u5757\u7684\u6458\u8981\u4e0a\u8861\u91cf\u7684\u3002<\/p>\n<p>\u8fd9\u91cc\u4f7f\u7528\u4e86250\u4e2a\u9ad8\u5ea6\u591a\u6837\u5316\u7684\u6587\u6863\u548c\u6458\u8981\u8bf7\u6c42\u7684\u4e13\u6709\u6d4b\u8bd5\u96c6\uff0c\u5305\u542b\u7c7b\u4f3c\u4e8eAPI\u6570\u636e\u7684\u590d\u6742\u6307\u4ee4\u3002\u57fa\u7ebf\u6a21\u578b\u7ecf\u8fc7\u4e86\u5e7f\u6cdb\u7684\u63d0\u793a\u8bbe\u8ba1\uff0c\u800c Command R+\u4f7f\u7528RAG-API\u3002<\/p>\n<p>\u53f3\u56fe\u8861\u91cf\u4e86\u7531\u5404\u79cd\u6a21\u578b\u63d0\u4f9b\u652f\u6301\u7684\u591a\u8df3REACT\u4ee3\u7406\u7684\u51c6\u786e\u6027\uff0c\u53ef\u4ee5\u8bbf\u95ee\u4ece\u7ef4\u57fa\u767e\u79d1\uff08HotpotQA\uff09\u548c\u4e92\u8054\u7f51\uff08Bamboogle\u3001StrategyQA\uff09 \u68c0\u7d22\u7684\u76f8\u540c\u641c\u7d22\u5de5\u5177\u3002<\/p>\n<p>HotpotQA\u548cBamboogle\u7684\u51c6\u786e\u6027\u7531\u63d0\u793a\u8bc4\u4f30\u8005\uff08Command R\u3001GPT3.5\u548cClaude3-Haiku\uff09\u7684\u4e09\u65b9\u591a\u6570\u6295\u7968\u6765\u5224\u65ad\uff0c \u4ee5\u51cf\u5c11\u5df2\u77e5\u7684\u6a21\u578b\u5185\u504f\u5dee\u3002<\/p>\n<p>\u8fd9\u91cc\u4f7f\u7528\u4eba\u5de5\u6ce8\u91ca\u5bf9\u4e00\u5343\u4e2a\u793a\u4f8b\u5b50\u96c6\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002StrategyQA\u7684\u51c6\u786e\u6027\u662f\u4f7f\u7528\u4ee5\u662f\/\u5426\u5224\u65ad\u7ed3\u5c3e\u7684\u957f\u683c\u5f0f\u7b54\u6848\u6765\u5224\u65ad\u7684\u3002<\/p>\n<h4>\u4f7f\u7528\u5de5\u5177\u81ea\u52a8\u6267\u884c\u590d\u6742\u6d41\u7a0b<\/h4>\n<p>\u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u9664\u4e86\u6444\u53d6\u548c\u751f\u6210\u6587\u672c\u7684\u80fd\u529b\uff0c\u8fd8\u5e94\u8be5\u80fd\u591f\u5145\u5f53\u6838\u5fc3\u63a8\u7406\u5f15\u64ce\uff1a\u80fd\u591f\u505a\u51fa\u51b3\u7b56\u5e76\u4f7f\u7528\u5de5\u5177\u6765\u81ea\u52a8\u5316\u9700\u8981\u667a\u80fd\u624d\u80fd\u89e3\u51b3\u7684\u56f0\u96be\u4efb\u52a1\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u4f9b\u8fd9\u79cd\u80fd\u529b\uff0cCommand R+\u63d0\u4f9b\u4e86\u5de5\u5177\u4f7f\u7528\u529f\u80fd\uff0c\u53ef\u901a\u8fc7API\u548cLangChain\u8bbf\u95ee\uff0c\u4ee5\u65e0\u7f1d\u5730\u81ea\u52a8\u5316\u590d\u6742\u7684\u4e1a\u52a1\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>\u4f01\u4e1a\u7528\u4f8b\u5305\u62ec\uff1a\u81ea\u52a8\u66f4\u65b0\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\uff08CRM\uff09\u4efb\u52a1\u3001\u6d3b\u52a8\u548c\u8bb0\u5f55\u3002<\/p>\n<p>Command R+\u8fd8\u652f\u6301\u591a\u6b65\u9aa4\u5de5\u5177\u4f7f\u7528\uff0c\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u591a\u4e2a\u6b65\u9aa4\u4e2d\u7ec4\u5408\u591a\u4e2a\u5de5\u5177\u6765\u5b8c\u6210\u56f0\u96be\u7684\u4efb\u52a1\uff0c\u2014\u2014\u751a\u81f3\u53ef\u4ee5\u5728\u5c1d\u8bd5\u4f7f\u7528\u5de5\u5177\u5e76\u5931\u8d25\u65f6\u8fdb\u884c\u81ea\u6211\u7ea0\u6b63\uff0c\u4ee5\u63d0\u9ad8\u6210\u529f\u7387\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s5.51cto.com\/oss\/202404\/21\/a7f7cdf06c6444f116c197ac1a2c2276a763df.webp\" data-type=\"block\" \/><\/p>\n<p>\u4e0a\u56fe\u4e3a\u4f7f\u7528Microsoft\u7684ToolTalk\uff08Hard\uff09\u57fa\u51c6\u6d4b\u8bd5\uff0c\u548c\u4f2f\u514b\u5229\u7684\u51fd\u6570\u8c03\u7528\u6392\u884c\u699c\uff08BFCL\uff09\u8bc4\u4f30\u5bf9\u8bdd\u5de5\u5177\u4f7f\u7528\u548c\u5355\u8f6e\u51fd\u6570\u8c03\u7528\u529f\u80fd\u3002<\/p>\n<p>\u5bf9\u4e8eToolTalk\uff0c\u9884\u6d4b\u7684\u5de5\u5177\u8c03\u7528\u662f\u6839\u636e\u57fa\u672c\u4e8b\u5b9e\u8fdb\u884c\u8bc4\u4f30\u7684\uff0c\u603b\u4f53\u5bf9\u8bdd\u6210\u529f\u6307\u6807\u53d6\u51b3\u4e8e\u6a21\u578b\u53ec\u56de\u6240\u6709\u5de5\u5177\u8c03\u7528\u548c\u907f\u514d\u4e0d\u826f\u64cd\u4f5c\uff08\u5373\u5177\u6709\u4e0d\u826f\u526f\u4f5c\u7528\u7684\u5de5\u5177\u8c03\u7528\uff09\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u5bf9\u4e8eBFCL\uff0c\u8fd9\u91cc\u4f7f\u7528\u4e862024\u5e743\u6708\u7684\u7248\u672c\uff0c\u5728\u8bc4\u4f30\u4e2d\u5305\u542b\u4e86\u9519\u8bef\u4fee\u590d\uff0c\u5e76\u62a5\u544a\u4e86\u53ef\u6267\u884c\u5b50\u7c7b\u522b\u7684\u5e73\u5747\u51fd\u6570\u6210\u529f\u7387\u5f97\u5206\u3002\u901a\u8fc7\u989d\u5916\u7684\u4eba\u5de5\u8bc4\u4f30\u6e05\u7406\u6b65\u9aa4\u9a8c\u8bc1\u4e86\u9519\u8bef\u4fee\u590d\uff0c\u4ee5\u9632\u6b62\u8bef\u62a5\u3002<\/p>\n<h4>\u591a\u8bed\u8a00\u652f\u6301<\/h4>\n<p>Command R+\u5728\u5168\u7403\u4e1a\u52a1\u768410\u79cd\u5173\u952e\u8bed\u8a00\u4e2d\u8868\u73b0\u51fa\u8272\uff1a\u4e2d\u6587\u3001\u82f1\u8bed\u3001\u6cd5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u5fb7\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\u3001\u963f\u62c9\u4f2f\u8bed\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/c99e56247c5ea2bbe8f762924dce56b696b6f7.webp\" data-type=\"block\" \/><\/p>\n<p>\u4e0a\u56fe\u4e3aFLoRES\uff08\u6cd5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u5fb7\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\u3001\u963f\u62c9\u4f2f\u8bed\u548c\u4e2d\u6587\uff09\u4ee5\u53caWMT23\uff08\u5fb7\u8bed\u3001\u65e5\u8bed\u548c\u4e2d\u6587\uff09\u7ffb\u8bd1\u4efb\u52a1\u7684\u6a21\u578b\u6bd4\u8f83\u3002<\/p>\n<p>\u6b64\u5916\uff0cCommand R+\u8fd8\u5177\u6709\u4e00\u4e2a\u4f18\u79c0\u7684\u5206\u8bcd\u5668\uff0c\u53ef\u4ee5\u6bd4\u5e02\u573a\u4e0a\u5176\u4ed6\u6a21\u578b\u4f7f\u7528\u7684\u5206\u8bcd\u5668\u66f4\u597d\u5730\u538b\u7f29\u975e\u82f1\u8bed\u6587\u672c\uff0c\u80fd\u591f\u5b9e\u73b0\u9ad8\u8fbe57%\u7684\u6210\u672c\u964d\u4f4e\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/38282f718d49c8e39a6980e7d838b366b734b9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0a\u56fe\u6bd4\u8f83\u4e86Cohere\u3001Mistral\u548cOpenAI\u5206\u8bcd\u5668\u4e3a\u4e0d\u540c\u8bed\u8a00\u751f\u6210\u7684token\u6570\u91cf\u3002<\/p>\n<p>Cohere\u5206\u8bcd\u5668\u751f\u6210\u7684\u8868\u793a\u76f8\u540c\u6587\u672c\u7684token\u8981\u5c11\u5f97\u591a\uff0c\u5c24\u5176\u5728\u975e\u62c9\u4e01\u6587\u5b57\u8bed\u8a00\u4e0a\u51cf\u5c11\u7684\u5e45\u5ea6\u7279\u522b\u5927\u3002\u6bd4\u5982\u5728\u65e5\u8bed\u4e2d\uff0cOpenAI\u5206\u8bcd\u5668\u8f93\u51fa\u7684token\u6570\u91cf\u662fCohere\u5206\u8bcd\u5668\u76841.67\u500d\u3002<\/p>\n<h4>\u4ef7\u683c<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202404\/21\/d8cb5b418bbd7e109133675346bdb6848e33ba.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u7f51\u53cb\u8bc4\u4ef7<\/h4>\n<p>Command R+\u7684\u5f00\u6e90\u70b9\u71c3\u4e86\u7f51\u53cb\u4eec\u7684\u70ed\u60c5\uff0c\u7f51\u53cb\u8868\u793a\uff1a\u300cGPT-4\u7ea7\u6027\u80fd\uff0c\u5728\u5bb6\u8fd0\u884c\u300d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202404\/21\/66e6625595496041943505c09293a82d1dd47e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0d\u77e5\u9053\u8fd93.15G\u7684\u5185\u5b58\u5360\u7528\u662f\u4ec0\u4e48\u60c5\u51b5\uff1f<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202404\/21\/571f12463bd4bb512d17965b0767515a3480bd.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u300c\u611f\u8c22Cohere\u505a\u4e86Mistral\u6ca1\u6709\u505a\u7684\u4e8b\u60c5\u300d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/21\/01f1c5206e71d33de34354d4b4dca3e5e7736d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u300c\u6839\u636e\u6211\u6709\u9650\u7684\u521d\u59cb\u6d4b\u8bd5\uff0c\u8fd9\u662f\u76ee\u524d\u53ef\u7528\u7684\u6700\u597d\u7684\u6a21\u578b\u4e4b\u4e00&#8230;&#8230;\u800c\u4e14\u5b83\u7edd\u5bf9\u6709\u4e00\u79cd\u98ce\u683c\uff0c\u611f\u89c9\u5f88\u597d\u3002\u611f\u89c9\u4e0d\u50cf\u662fChatGPT\u4e3b\u4e49\u7684\u586b\u5145\u6a21\u578b\u3002\u300d<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/21\/34897e791a397e247da2261fa2c1453dafa9ff.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u2014\u2014\u662f\u65f6\u5019\u4e3a\u81ea\u5df1\u52a0\u4e00\u5757\u663e\u5361\u4e86\uff01<\/p>\n<p>\u4e0a\u7ebfHuggingChat<\/p>\n<p>\u76ee\u524d\uff0cCommand R+\u5df2\u7ecf\u4e0a\u7ebfHuggingChat\uff08https:\/\/huggingface.co\/chat\uff09\uff0c\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\uff0c\u5927\u5bb6\u8d76\u5feb\u73a9\u8d77\u6765\uff01<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/6702cb6850dfd9ee826111b6a915dd2ed3b899.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<blockquote><p>\u95ee\uff1a\u7b49\u7ea2\u706f\u662f\u5728\u7b49\u7ea2\u706f\u8fd8\u662f\u7b49\u7eff\u706f\uff1f<\/p><\/blockquote>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/21\/1352bdb4788329c8f6b315b0084e2daf80680b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<blockquote><p>\u89e3\u91ca\u4e00\u4e0b\u5496\u5561\u56e0\u6765\u81ea\u5496\u5561\u679c\uff1a<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/a5e1d0a1852fa04030b875273043d6586a38b0.webp\" data-type=\"block\" \/><\/p>\n<blockquote><p>\u8bf7\u56de\u7b54\u5f31\u667a\u5427\u95ee\u9898\uff1a\u9668\u77f3\u4e3a\u4ec0\u4e48\u6bcf\u6b21\u90fd\u80fd\u7cbe\u51c6\u7838\u5230\u9668\u77f3\u5751\uff1f<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/21\/68c319f29f557e76fd5564984f8ee3d597b906.webp\" data-type=\"block\" \/><\/p>\n<blockquote><p>\u6211\u60f3\u914d\u4e2a6000\u591a\u7684\u7535\u8111\uff0c\u5927\u6982\u8981\u591a\u5c11\u94b1\uff1f<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/21\/a34abd572a09d57fcd9401f5ccedba733ecf3a.webp\" data-type=\"block\" \/><\/p>\n<p>HuggingFace\u8054\u521bThomas Wolf\u66fe\u8868\u793a\uff0c\u6700\u8fd1\u5728LLM\u7ade\u6280\u573a\u4e0a\u7684\u60c5\u51b5\u53d1\u751f\u4e86\u5de8\u5927\u53d8\u5316\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/21\/22e49dd8766735df5d0637095a7181d1f1de55.webp\" data-type=\"block\" \/><\/p>\n<p>Anthropic \u7684Claude 3\u5bb6\u65cf\u6210\u4e86\u95ed\u6e90\u6a21\u578b\u7684\u8d62\u5bb6\uff08\u66fe\u7ecf\uff09\uff1b\u800cCohere\u7684Command 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