{"id":3647,"date":"2023-08-08T05:24:00","date_gmt":"2023-08-07T20:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3647"},"modified":"2023-08-08T05:24:00","modified_gmt":"2023-08-07T20:24:00","slug":"llm%ef%bc%8btool%e3%81%ae%e5%88%a9%e7%94%a8","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3647","title":{"rendered":"LLM\uff0bTool\u306e\u5229\u7528"},"content":{"rendered":"\n<p>LLM\uff0bTool\u3068\u3044\u3046\u4f7f\u3044\u65b9\u304c\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u95a2\u9023\u3059\u308b\u8ad6\u6587\u304c\u51fa\u3066\u3044\u305f\u3002fine tuning vs few shot\uff08\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u4e0e\u3048\u65b9\uff09\u3068\u3044\u3046\u70b9\u3067\u8208\u5473\u6df1\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs\u00a0<\/strong>[80.6]<br>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u30cf\u30a4\u30ec\u30d9\u30eb\u306a\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u306b\u304a\u3044\u3066\u8457\u3057\u304f\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u3002 \u3053\u308c\u306f\u3001\u73fe\u5728\u306e\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u30c4\u30fc\u30eb\u30e6\u30fc\u30b9\u30c9\u30e1\u30a4\u30f3\u3067\u306f\u306a\u304f\u3001\u57fa\u672c\u7684\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3067\u3042\u308b\u3002 \u30c7\u30fc\u30bf\u69cb\u7bc9\u3001\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u8a55\u4fa1\u306e\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb\u30fb\u30e6\u30fc\u30b9\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bToolLLM\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2307.16789v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2307.16789v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 31 Jul 2023 15:56:53 GMT)<\/li>\n\n\n\n<li>OSS\u306eLLM\u306b\u5bfe\u3057\u3066\u30c4\u30fc\u30eb\u5229\u7528\u306e\u305f\u3081\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>16K\u3068\u81a8\u5927\u306aAPI\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u53ce\u96c6\u3001\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\uff08ToolBench\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff09\u3001\u6709\u52b9\u306a\u7d4c\u8def\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u624b\u6cd5\uff08DFSDT: Depth First Search-based Decision Tree\uff09\u63d0\u6848\u3001\u65b0\u305f\u306a\u8a55\u4fa1\u5668\uff08ToolEval\uff09\u3067\u8a55\u4fa1\u3068\u5e45\u5e83\u3044\u5185\u5bb9\u3002LLaMA 7B\u3092fine tuning\u3057\u305f\u5834\u5408+DFSDT\u306e\u7d50\u679c\u304cChatGPT+ReAct\u3092\u8d85\u3048\u3066\u3044\u308b\u3002\uff08ChatGPT + DFSDT\u306b\u306f\u53ca\u3070\u305a\uff09<\/li>\n\n\n\n<li>full finetuning\u3068LoRA\u306e\u6bd4\u8f03\u304c\u3042\u308b\u306e\u3082\u8208\u5473\u6df1\u3044<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OpenBMB\/ToolBench\">GitHub &#8211; 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