{"id":1681,"date":"2024-11-14T22:01:06","date_gmt":"2024-11-14T14:01:06","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1681"},"modified":"2024-11-14T22:01:06","modified_gmt":"2024-11-14T14:01:06","slug":"202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-character-llm-a-trainable-agent-for-role-playing","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-character-llm-a-trainable-agent-for-role-playing\/","title":{"rendered":"202411 \u8bba\u6587\u7814\u8bfb\u2013Character-LLM A Trainable Agent for Role-Playing"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aACL2023<br>\u4f5c\u8005\uff1aYunfan Shao1,2\u2217, Linyang Li1, Junqi Dai1, Xipeng Qiu1\u2020<br>\u4f5c\u8005\u4fe1\u606f\uff1a\u590d\u65e6\u5927\u5b66\u3001\u4e0a\u6d77ai\u5b9e\u9a8c\u5ba4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<p>\u5df2\u77e5\uff1a\u73b0\u6709\u7684\u4f7f\u7528llm\u6a21\u62df\u4eba\u7c7b\u7684\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>instructGPT\uff1a\u8ba9llm\u7406\u89e3\u4eba\u7c7b\u6307\u4ee4\uff0c\u6709\u6548\u56de\u5e94\u4eba\u7c7b\u610f\u56fe<\/li>\n\n\n\n<li>RLHF\uff1a\u4e3b\u5bfc\u4e86llm\u7684\u5bf9\u9f50<\/li>\n\n\n\n<li>Aplaca\\vicuna\uff1a\u4e0e\u7b80\u5355\u81ea\u751f\u6210\u6307\u4ee4\u7684\u5e94\u7528\u7a0b\u5e8f\u4fdd\u6301\u4e00\u81f4\uff0c\u7b80\u5355SFT\u5fae\u8c03llm\u3002<br>\u8fd9\u4e9b\u65b9\u6cd5\u5c06LLM\u4e0e\u4e0d\u540c\u7684\u6280\u672f\u7ed3\u5408\u8d77\u6765\uff0c\u8c03\u6574LLM\u7684\u884c\u4e3a\u548c\u54cd\u5e94\uff0c\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u548c\u7cbe\u51c6\u7684\u670d\u52a1<\/li>\n<\/ul>\n\n\n\n<p>\u6848\u4f8b\uff1a\u4ee52023\u5e74\u65af\u5766\u798fai npc\u4e3a\u4f8b\uff0c\u4eba\u7c7b\u884c\u4e3a\u6a21\u62df\u901a\u8fc7\u63d0\u793aChatGPT API\u6765\u5b9e\u73b0\u7684\uff0c\u5305\u62ec\u4e0d\u9650\u4e8e\u8f93\u5165\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u3001\u73af\u5883\u6784\u5efa\u548c\u5bf9\u7b56\u5212\u4e8b\u4ef6\u7684\u53cd\u6620\u7684\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n\n\n\n<p>\u4e0e\u63d0\u793aapi\u76f8\u6bd4\uff0c\u53ef\u8bad\u7ec3\u7684agent\u5728\u89d2\u8272\u626e\u6f14\u65b9\u9762\u4f1a\u66f4\u52a0\u751f\u52a8\uff0c\u63a5\u8fd1\u89d2\u8272\u3002\u672c\u6587\u63d0\u51fa\u7684Character-LLm\u5c31\u662f\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u89d2\u8272\u626e\u6f14agent\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u56f0\u70b9\u548c\u89e3\u51b3<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"894\" height=\"420\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247.png\" alt=\"\" class=\"wp-image-1684\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247.png 894w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-300x141.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-768x361.png 768w\" sizes=\"auto, (max-width: 894px) 100vw, 894px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u7b97\u6cd5\u4e00\uff1a\u7ecf\u9a8c\u4e0a\u4f20\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"306\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-4-1024x306.png\" alt=\"\" class=\"wp-image-1688\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-4-1024x306.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-4-300x90.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-4-768x229.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-4.png 1142w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"294\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-3.png\" alt=\"\" class=\"wp-image-1687\" style=\"width:304px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-3.png 668w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-3-300x132.png 300w\" sizes=\"auto, (max-width: 668px) 100vw, 668px\" \/><\/figure>\n\n\n\n<p><strong>\u7ecf\u9a8c\u91cd\u5efa\u8fc7\u7a0b\uff1a<\/strong><br>\u2460\u6536\u96c6\u53ef\u9760\u7684\u89d2\u8272\u8d44\u6599\uff08\u4e2a\u4eba\u7ef4\u57fa\u767e\u79d1\uff09\u4f5c\u4e3a\u4e2a\u4eba\u8d44\u6599\uff08\u6574\u4f53\u4fe1\u606f\u548c\u91cd\u8981\u4e8b\u4ef6\uff09<br>\u2461\u8ba9LLM\u6839\u636e\u7ecf\u9a8c\uff08\u7b80\u660e\u7684\u7ecf\u5386\u63cf\u8ff0\uff09\u91cd\u65b0\u63cf\u8ff0\u7279\u5b9a\u7ecf\u5386\u53ef\u80fd\u573a\u666f\uff08\u9650\u5236\u4e86\u7b80\u660e\u63cf\u8ff0\u4e3a\u5927\u81f4\u4f4d\u7f6e\u548c\u7b80\u8981\u80cc\u666f\u8bf4\u660e\uff09<br>\u2462\u8ba9LLM\u7ed3\u5408\u89d2\u8272\u4e4b\u95f4\u7684\u4e92\u52a8\uff08\u2461+\u914d\u7f6e\u6587\u4ef6\uff09\u8be6\u7ec6\u8bf4\u660e\u573a\u666f+\u76ee\u6807\u4e2a\u4f53\u7684\u60f3\u6cd5\u3002\u7c7b\u4f3c\u811a\u672c\u683c\u5f0f\u7f16\u5199\u3002<br><strong>\u89d2\u8272\u5e7b\u89c9\u6d88\u9664\uff1a<\/strong><br>\u2460\u6784\u5efa\u4e86\u56f4\u7ed5\u6fc0\u52b1\u8bdd\u9898\uff08\u5f15\u5bfc\u6a21\u578b\u4e3b\u52a8\u56de\u7b54\uff09\u7684\u4fdd\u62a4\u6027\u573a\u666f\uff08\u5305\u62ec\u7279\u5b9a\u7684\u60c5\u666f\u548c\u5bf9\u8bdd\uff09<br>\u2461\u8bad\u7ec3agent\u8868\u73b0\u51fa\u65e0\u77e5\u548c\u56f0\u60d1\u3002<br>\u2462agent\u51ed\u501f\u5176\u5f52\u7eb3\u80fd\u529b\u4f1a\u5bf9\u76f8\u5173\u95ee\u9898\u90fd\u4ea7\u751f\u8ff7\u60d1<\/p>\n\n\n\n<p><strong>fine-turning:<\/strong><br>\u5bf9\u4e8e\u6bcf\u4e2a\u89d2\u8272\uff0c\u4ec5\u4f7f\u7528\u6765\u81ea\u76f8\u5e94\u89d2\u8272\u7ecf\u9a8c\u7684\u6570\u636e\u5fae\u8c03\u4e00\u4e2a\u5355\u72ec\u7684\u4ee3\u7406\u6a21\u578b\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u89d2\u8272\u4e4b\u95f4\u77e5\u8bc6\u78b0\u649e\u5e26\u6765\u7684\u89d2\u8272\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u7b97\u6cd5\u4e8c\uff1a\u9762\u8bd5\u8bc4\u4f30<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"896\" height=\"496\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-10.png\" alt=\"\" class=\"wp-image-1694\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-10.png 896w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-10-300x166.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-10-768x425.png 768w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\uff1a\u53ea\u4f7f\u7528\u4e00\u7ec4\u5c0f\u89c4\u6a21\u7684\u7ecf\u9a8c\u6570\u636e\uff08\u7531\u5927\u7ea61K ~ 2K\u573a\u666f\u7ec4\u6210\uff09\u8fdb\u884c\u5fae\u8c03\uff0c\u6bcf\u4e2a\u573a\u666f\u90fd\u7531\u76ee\u6807\u4e3b\u89d2\u4e0e\u5176\u4ed6\u4eba\u4e4b\u95f4\u7684\u591a\u4e2a\u4e92\u52a8\u56de\u5408\u7ec4\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"395\" height=\"253\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-13.png\" alt=\"\" class=\"wp-image-1697\" style=\"width:283px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-13.png 395w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-13-300x192.png 300w\" sizes=\"auto, (max-width: 395px) 100vw, 395px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b9\u6cd5\uff1a<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u6bd4\u57fa\u51c6\uff1a\u57fa\u4e8eLLaMA7B\u7684\u76d1\u7763\u5fae\u8c03\u6a21\u578b\uff1aAlpaca 7B\u548cVicuna 7B;\u95ed\u6e90RLHF\u6a21\u578bOpenAI\u3002\u4f7f\u7528\u8be6\u7ec6\u7684\u63d0\u793a+\u89d2\u8272\u63cf\u8ff0\u8ba9\u4ed6\u4eec\u8868\u73b0\u80fd\u529b;<\/p>\n\n\n\n<p>\u6570\u636e\u91cd\u5efa\u7684\u751f\u6210\u5668\uff1aOpenAI\u2019s gpt-3.5-turbo\uff0c\u6e29\u5ea6\u4e3a0.7\uff0ctop_p\u4e3a0.95<br>\u5305\u62ec\u573a\u666f\u63d0\u53d6\u3001\u4f53\u9a8c\u751f\u6210\u3001\u9632\u62a4\u4f53\u9a8c\u6784\u5efa<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e94\u4e2a\u7ef4\u5ea6\u7684\u8bc4\u5206<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"310\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-18-1024x310.png\" alt=\"\" class=\"wp-image-1704\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-18-1024x310.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-18-300x91.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-18-768x232.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-18.png 1170w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u75287\u5206\u674e\u514b\u7279\u91cf\u8868\uff08 7 points Likert scale\uff09\u5bf9\u56de\u7b54\u8fdb\u884c\u4eba\u683c\u3001\u4ef7\u503c\u89c2\u3001\u8bb0\u5fc6\u3001\u5e7b\u89c9\u548c\u7a33\u5b9a\u6027\u7684\u6ce8\u91ca\u3002<\/li>\n\n\n\n<li>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5373\u4f7f\u5728\u975e\u5e38\u5c0f\u7684\u89c4\u6a21\u4e0b\uff0ccharacterllm\u7684\u6027\u80fd\u4e5f\u53ef\u4ee5\u4e0e\u5f3a\u5927\u7684\u5927\u89c4\u6a21LLM\u57fa\u7ebfChatGPT\u76f8\u5ab2\u7f8e\uff087B\uff09<\/li>\n\n\n\n<li>\u4ef7\u503c\u89c2\u65b9\u9762\u7684\u843d\u540e\uff0c\u672c\u6587\u5047\u8bbe\u54cd\u5e94\u957f\u5ea6\u4f1a\u5f71\u54cd\u8fd9\u4e9b\u7ed3\u679c\uff0c\u56e0\u4e3a\u672c\u6587\u6a21\u578b\u4f1a\u66f4\u503e\u5411\u4e8e\u751f\u6210\u66f4\u77ed\u7684\u6587\u672c\uff0c\u8fd9\u6837\u4f1a\u66f4\u81ea\u7136\u3002<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5177\u4f53\u7684\u6848\u4f8b\u6548\u679c<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"929\" height=\"542\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-19.png\" alt=\"\" class=\"wp-image-1705\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-19.png 929w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-19-300x175.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-19-768x448.png 768w\" sizes=\"auto, (max-width: 929px) 100vw, 929px\" \/><\/figure>\n\n\n\n<ol 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