{"id":607,"date":"2024-02-26T18:35:47","date_gmt":"2024-02-26T10:35:47","guid":{"rendered":"http:\/\/lingbo.online\/?p=607"},"modified":"2024-03-06T10:24:19","modified_gmt":"2024-03-06T02:24:19","slug":"chatharuhi","status":"publish","type":"post","link":"https:\/\/lingbo.online\/index.php\/algorithm_learning\/llms\/chatharuhi\/","title":{"rendered":"[\u8bba\u6587\u7b14\u8bb0]ChatHaruhi: Reviving Anime Character in Reality via Large Language Model"},"content":{"rendered":"

\u6458\u8981<\/h1>\n

\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u89d2\u8272\u626e\u6f14\u804a\u5929\u673a\u5668\u4eba\u5f15\u8d77\u4e86\u4eba\u4eec\u7684\u5174\u8da3\uff0c\u4f46\u9700\u8981\u66f4\u597d\u7684\u6280\u672f\u6765\u6a21\u4eff\u7279\u5b9a\u7684\u865a\u6784\u4eba\u7269\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b97\u6cd5\uff0c\u901a\u8fc7\u4ece\u811a\u672c\u4e2d\u63d0\u53d6\u5b57\u7b26\u7684\u6539\u8fdb\u63d0\u793a\u548c\u8bb0\u5fc6\u6765\u63a7\u5236\u8bed\u8a00\u6a21\u578b\u3002\u6211\u4eec\u6784\u5efa\u4e86ChatHaruhi\uff0c\u8fd9\u662f\u4e00\u4e2a\u5305\u542b32\u4e2a\u4e2d\u6587\/\u82f1\u6587\u7535\u89c6\/\u52a8\u6f2b\u89d2\u8272\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u8d85\u8fc754k\u4e2a\u6a21\u62df\u5bf9\u8bdd\u3002\u81ea\u52a8\u548c\u4eba\u5de5\u8bc4\u4f30\u90fd\u8868\u660e\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u57fa\u7ebf\u4e0a\u63d0\u9ad8\u4e86\u89d2\u8272\u626e\u6f14\u80fd\u529b\u3002\u4ee3\u7801\u548c\u6570\u636e\u53ef\u5728https:\/\/github.com\/LC1332\/ChatHaruhi-Suzumiya\u4e0a\u83b7\u5f97\u3002<\/p>\n

Introduction<\/h1>\n

\u89d2\u8272\u626e\u6f14\u662f\u4e00\u4e2a\u65b0\u9896\u4e14\u6d3b\u8dc3\u7684\u5927\u6a21\u578b\u5e94\u7528\u9886\u57df\u3002\u51fa\u73b0\u4e86\u5171\u4eabprompt\u7684\u793e\u533a\uff0c\u5982AIPRM\u7b49\u3002\u8bb8\u591a\u516c\u53f8\u53d1\u5e03\u4e86\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u89d2\u8272\u626e\u6f14\u4ea7\u54c1\uff0c\u5982Glow\u3001Character.AI\u7b49\u3002<\/p>\n

\u5728\u5f00\u6e90\u7684\u89d2\u8272\u626e\u6f14\u9879\u76ee\u4e2d\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c\u7684\u63d0\u793a\u4f7fChatGPT\u8fdb\u884c\u89d2\u8272\u626e\u6f14\uff1a<\/p>\n

\n

I want you to act like {character} from {series}. I want you to respond and answer like {character} using the tone, manner and vocabulary {character} would use. Do not write any explanations. Only answer like {character}. You must know all of the knowledge of {character}. My first sentence is "Hi {character}."<\/p>\n<\/blockquote>\n

\u7136\u800c\uff0c\u8fd9\u79cd\u5b9e\u73b0\u65b9\u5f0f\u5b58\u5728\u4ee5\u4e0b\u7f3a\u70b9\uff1a<\/p>\n

    \n
  1. \u4e25\u91cd\u4f9d\u8d56\u8bed\u8a00\u6a21\u578b\u7684\u73b0\u6709\u8bb0\u5fc6\uff0c\u5982\u679c\u8bed\u8a00\u6a21\u578b\u81ea\u5df1\u5bf9\u4f5c\u54c1\u7684\u8bb0\u5fc6\u662f\u6a21\u7cca\u7684\uff0c\u5c31\u4e0d\u80fd\u5f88\u597d\u5730\u6a21\u4eff\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n
  2. Prompt "know all of the knowledge of {character}"\u7684\u5b9a\u4e49\u662f\u6a21\u7cca\u7684\uff0c\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u5904\u7406\u6a21\u578b\u5e7b\u89c9\uff08hallucinations\uff09\u95ee\u9898\u3002<\/li>\n
  3. \u5373\u4f7f\u6709\u4f7f\u7528\u63d0\u793a\u8bcd\uff0c\u804a\u5929\u673a\u5668\u4eba\u7684\u4f1a\u8bdd\u98ce\u683c\u4ecd\u7136\u53d7\u5230\u5e95\u5c42\u8bed\u8a00\u6a21\u578b\u7684\u4e25\u91cd\u5f71\u54cd\u3002\u8c03\u6574\u63d0\u793a\u53ef\u80fd\u4f1a\u7f13\u89e3\u8fd9\u79cd\u60c5\u51b5\uff0c\u4f46\u9700\u8981\u4e3a\u6bcf\u4e2a\u5b57\u7b26\u5fae\u8c03\u63d0\u793a\u3002\u8fd9\u4e9b\u7f3a\u70b9\u660e\u663e\u9650\u5236\u4e86\u8fd9\u79cd\u89d2\u8272\u626e\u6f14\u804a\u5929\u673a\u5668\u4eba\u7684\u6548\u7528\u3002<\/li>\n<\/ol>\n

    \u53e6\u4e00\u4e2a\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u6839\u636e\u89d2\u8272\u5bf9\u8bdd\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u6709\u4e86\u8db3\u591f\u7684\u6570\u636e\uff0c\u8bed\u8a00\u6a21\u578b\u5c31\u53ef\u4ee5\u6355\u6349\u5230\u89d2\u8272\u7684\u8bed\u6c14\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u9020\u6210\u4e86\u65b0\u7684\u95ee\u9898\u3002\u5728\u521d\u6b65\u5b9e\u9a8c\u4e2d\uff0c\u7ecf\u8fc7\u5fae\u8c03\u7684\u804a\u5929\u673a\u5668\u4eba\u4ea7\u751f\u4e86\u66f4\u591a\u7684\u5e7b\u89c9\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u8bb8\u591a\u914d\u89d2\uff0c\u5f88\u96be\u83b7\u5f97\u8db3\u591f\u7684\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u3002\u7efc\u4e0a\u6240\u8ff0\uff0c\u4f7f\u7528\u5927\u6a21\u578b\u8fdb\u884c\u89d2\u8272\u626e\u6f14\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

    \u8fd9\u4e2a\u9879\u76ee\u7684\u4e3b\u8981\u76ee\u6807\u662f\u7814\u7a76\u81ea\u7136\u8bed\u8a00\u6a21\u578b\u662f\u5426\u53ef\u4ee5\u5728\u5bf9\u8bdd\u4e2d\u626e\u6f14\u52a8\u6f2b\u3001\u7535\u89c6\u6216\u5176\u4ed6\u4f5c\u54c1\u4e2d\u7684\u771f\u5b9e\u89d2\u8272\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8ba4\u4e3a\u865a\u62df\u89d2\u8272\u7531\u4e09\u4e2a\u6838\u5fc3\u90e8\u5206\u7ec4\u6210:<\/p>\n

      \n
    1. \u89d2\u8272\u77e5\u8bc6(Knowledge)\u548c\u80cc\u666f\u8bbe\u5b9a\uff08background\uff09\uff1a\u6bcf\u4e2a\u865a\u62df\u89d2\u8272\u90fd\u6709\u81ea\u5df1\u7684\u80cc\u666f\uff0c\u5982\u300a\u54c8\u5229\u6ce2\u7279\u300b\u4e2d\u7684\u4eba\u7269\u5b58\u5728\u4e8e\u9b54\u6cd5\u4e16\u754c\uff0c\u6625\u65e5\u5bab\u51c9\u5b58\u5728\u4e8e\u65e5\u672c\u7684\u4e00\u6240\u9ad8\u4e2d\u7b49\u3002\u56e0\u6b64\uff0c\u5728\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u5b83\u80fd\u591f\u7406\u89e3\u76f8\u5e94\u6545\u4e8b\u7684\u8bbe\u7f6e\u3002\u8fd9\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u8bb0\u5fc6\u6784\u6210\u4e86\u91cd\u5927\u8003\u9a8c\uff0c\u901a\u5e38\u9700\u8981\u5916\u90e8\u77e5\u8bc6\u5e93\u3002<\/li>\n
    2. \u4eba\u7269\u4e2a\u6027\uff1a\u4e2a\u6027:\u89d2\u8272\u7684\u4e2a\u6027\u4e5f\u662f\u52a8\u6f2b\u3001\u7535\u89c6\u751a\u81f3\u6e38\u620f\u4f5c\u54c1\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u90e8\u5206\u3002\u4e2a\u6027\u5fc5\u987b\u5728\u6574\u4e2a\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e00\u81f4\u3002\u6709\u4e9b\u6587\u5b66\u4f5c\u54c1\u751a\u81f3\u5728\u5199\u5176\u4f59\u90e8\u5206\u4e4b\u524d\u5148\u5b9a\u4e49\u4e86\u4eba\u683c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e0c\u671b\u804a\u5929\u673a\u5668\u4eba\u80fd\u53cd\u6620\u51fa\u539f\u59cb\u7684\u4e2a\u6027\u3002<\/li>\n
    3. \u8bed\u8a00\u4e60\u60ef\uff1a\u8bed\u8a00\u4e60\u60ef\u662f\u8bed\u8a00\u6a21\u578b\u6700\u5bb9\u6613\u6a21\u4eff\u7684<\/strong>\u3002\u5728\u8fd1\u5e74\u6765\u7684\u5927\u578b\u6a21\u578b\u4e2d\uff0c\u5728\u7ed9\u5b9a\u9002\u5f53\u7684\u4e0a\u4e0b\u6587\u793a\u4f8b\u7684\u60c5\u51b5\u4e0b\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u4ea7\u751f\u6a21\u4eff\u8f93\u51fa\u3002<\/li>\n<\/ol>\n

      \u8fd9\u4e2a\u9879\u76ee\u7684\u5173\u952e\u601d\u60f3\u662f\u63d0\u53d6\u5c3d\u53ef\u80fd\u591a\u7684\u539f\u59cb\u53f0\u672c\uff0c\u4e3a\u89d2\u8272\u6784\u5efa\u8bb0\u5fc6\u6570\u636e\u5e93\u3002\u5f53\u7528\u6237\u63d0\u51fa\u65b0\u7684\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u4f1a\u641c\u7d22\u76f8\u5173\u7684\u7ecf\u5178\u60c5\u8282\u3002\u7ed3\u5408\u89d2\u8272\u8bbe\u7f6e\u63d0\u793a\uff0c\u901a\u8fc7\u63a7\u5236\u8bed\u8a00\u6a21\u578b\u6765\u66f4\u597d\u5730\u6a21\u4eff\u89d2\u8272\u3002\u540c\u65f6\uff0c\u53d7\u5230CAMEL\u548cBaize\u7684\u542f\u53d1\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u7b26\u5408\u89d2\u8272\u4e2a\u6027\u7684\u5bf9\u8bdd\uff0c\u5373\u4f7f\u89d2\u8272\u7684\u539f\u59cb\u5bf9\u8bdd\u8f83\u5c11\u3002<\/strong>\u8fd9\u5141\u8bb8\u6211\u4eec\u751f\u6210\u8db3\u591f\u7684\u6570\u636e\u6765\u5fae\u8c03\u5c40\u90e8\u6a21\u578b\u3002<\/p>\n

      \u672c\u6587\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n

        \n
      1. \u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u89d2\u8272\u626e\u6f14\u7b97\u6cd5\u7cfb\u7edf\u3002\u8be5\u7b97\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u7ec4\u7ec7\u89d2\u8272\u7684\u8bb0\u5fc6\uff0c\u5141\u8bb8\u8bed\u8a00\u6a21\u578b\u5728\u5bf9\u8bdd\u4e2d\u6a21\u4eff\u7279\u5b9a\u52a8\u6f2b\/\u7535\u89c6\u89d2\u8272\u7684\u8bed\u6c14\u548c\u77e5\u8bc6\u3002\u8be5\u7cfb\u7edf\u53ef\u4ee5\u4f7f\u7528ChatGPT\u548cClaude\u7b49\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8f83\u5c0f\u76847b\u5c3a\u5bf8\u6a21\u578b\u3002<\/li>\n
      2. \u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b32\u4e2a\u4e0d\u540c\u7684\u4e2d\/\u82f1\u7535\u89c6\/\u52a8\u6f2b\u89d2\u8272\u7684\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\u3002\u901a\u8fc7\u4ece\u7535\u5f71\u3001\u5c0f\u8bf4\u3001\u5267\u672c\u4e2d\u6536\u96c6\u548c\u7ed3\u6784\u5316\u5730\u63d0\u53d6\u5bf9\u8bdd\uff0c\u6211\u4eec\u6536\u96c6\u4e86\u8d85\u8fc722000\u4e2a\u5bf9\u8bdd\u4ea4\u6d41\u3002\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u7528\u6765\u8bad\u7ec3\u548c\u8bc4\u4f30\u89d2\u8272\u626e\u6f14\u8bed\u8a00\u6a21\u578b\u3002\u4f7f\u7528\u6211\u4eec\u63d0\u51fa\u7684\u7b97\u6cd5\uff0c\u5728GPT-3\u548cGPT-4\u7684\u8f85\u52a9\u4e0b\uff0c\u6211\u4eec\u8fd8\u4e3a\u8fd9\u4e9b\u89d2\u8272\u6a21\u62df\u4e8631,000\u591a\u4e2a\u5bf9\u8bdd\u3002\u8fd9\u5c31\u5f62\u6210\u4e86ChatHaruhi-54k\u6570\u636e\u96c6\u3002<\/li>\n
      3. \u4e3a\u4e86\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u7684\u89d2\u8272\u626e\u6f14\u804a\u5929\u673a\u5668\u4eba\uff0c\u6211\u4eec\u4f7f\u7528\u81ea\u52a8\u548c\u4eba\u5de5\u8bc4\u4f30\u3002\u5bf9\u4e8e\u81ea\u52a8\u8bc4\u4f30\uff0c\u6211\u4eec\u6d4b\u8bd5\u804a\u5929\u673a\u5668\u4eba\u662f\u5426\u80fd\u591f\u5bf9\u7ecf\u5178\u60c5\u8282\u70b9\u505a\u51fa\u4e0e\u539f\u59cb\u811a\u672c\u76f8\u4f3c\u7684\u56de\u7b54\u3002<\/strong>\u5bf9\u4e8e\u4eba\u7c7b\u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e24\u4e2a\u6307\u6807\u4f9b\u8bc4\u5206\u8005\u8bc4\u4f30:\u4e00\u81f4\u6027:\u804a\u5929\u673a\u5668\u4eba\u7684\u7b54\u6848\u662f\u5426\u4e0e\u89d2\u8272\u7684\u539f\u59cb\u8bbe\u7f6e\u4e00\u81f4\u3002\u54cd\u5e94\u8d28\u91cf:\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u662f\u5426\u5177\u6709\u826f\u597d\u7684\u8bed\u8a00\u8d28\u91cf\u3002<\/strong>\u7ed3\u679c\u8868\u660e\uff0c\u5728\u7ed9\u5b9a\u76f8\u540c\u7684\u57fa\u672c\u8bed\u8a00\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u7684\u7b97\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u89d2\u8272\u626e\u6f14\u7684\u6027\u80fd\u3002<\/li>\n<\/ol>\n

        \u5168\u90e8\u7684\u7814\u7a76\u4ee3\u7801\u548c\u6570\u636e\u88ab\u4fdd\u5b58\u5728\uff1ahttps:\/\/github.com\/LC1332\/ChatHaruhi-Suzumiya<\/a><\/p>\n

        \u76f8\u5173\u5de5\u4f5c<\/h1>\n

        \u4e0a\u4e0b\u6587\u5b66\u4e60\uff08In-context Learning\uff09\uff1a<\/strong>\u5728\u5de5\u4f5c\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u4e3b\u8981\u7528\u4e8e\u4e3a\u804a\u5929\u673a\u5668\u4eba\u751f\u6210\u7528\u6237\u95ee\u9898\u3002\u7ed9\u5b9a\u89d2\u8272\u7684\u80cc\u666f\u548c\u5148\u524d\u7684\u8bb0\u5fc6\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u4ea7\u751f\u540e\u7eed\u5bf9\u8bdd\uff0c\u4ee5\u56de\u5e94\u4e0a\u4e0b\u6587\u4e2d\u7684\u6bcf\u4e2a\u95ee\u9898\u3002\u4e0e\u4e00\u822c\u7684\u4f1a\u8bdd\u4ee3\u7406\u76f8\u6bd4\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u4e13\u6ce8\u4e8e\u6839\u636e\u7ed9\u5b9a\u7684\u8bbe\u7f6e\u548c\u5386\u53f2\u4e3a\u7279\u5b9a\u7684\u89d2\u8272\u5b9a\u5236\u5bf9\u8bdd\u3002\u751f\u6210\u7684\u95ee\u7b54\u5bf9\u4e3a\u5206\u6790\u548c\u5b66\u4e60\u57fa\u4e8e\u89d2\u8272\u7684\u4ee3\u7406\u7684\u884c\u4e3a\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u6570\u636e\u3002<\/p>\n

        \u81ea\u52a8\u5bf9\u8bdd\u751f\u6210:<\/strong>\u6211\u4eec\u7684\u5de5\u4f5c\u7c7b\u4f3c\u5730\u5229\u7528\u50cfChatGPT\u8fd9\u6837\u7684\u5927\u578b\u4f1a\u8bdd\u6a21\u578b\u6765\u81ea\u52a8\u751f\u6210\u4ee3\u7406\u4e4b\u95f4\u7684\u5bf9\u8bdd\u3002\u7136\u800c\uff0c\u4e0e\u4e4b\u524d\u7684\u5de5\u4f5c\u4e0d\u540c\u7684\u662f\uff0c\u6211\u4eec\u4e13\u6ce8\u4e8e\u4e3a\u7528\u6237\u60f3\u8981\u626e\u6f14\u7684\u7279\u5b9a\u89d2\u8272\u751f\u6210\u5bf9\u8bdd\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u6574\u5408\u4e86\u5927\u91cf\u5173\u4e8e\u89d2\u8272\u80cc\u666f\u3001\u4e2a\u6027\u548c\u4e4b\u524d\u5bf9\u8bdd\u7684\u63d0\u793a\uff0c\u4ee5\u4fbf\u4ea7\u751f\u89d2\u8272\u5185\u90e8\u5bf9\u8bdd\u3002\u751f\u6210\u7684\u4ea4\u6362\u4e3a\u5b66\u4e60\u7279\u5b9a\u89d2\u8272\u7684\u884c\u4e3a\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u6570\u636e\u3002<\/p>\n

        \u804a\u5929\u673a\u5668\u4eba\u8bbe\u8ba1<\/h1>\n

        \u7ed9\u5b9a\u4e00\u4e2a\u7279\u5b9a\u7684\u89d2\u8272R<\/span>\u548c\u4e00\u4e2a\u67e5\u8be2\u95ee\u9898q<\/span>\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u6839\u636e\u89d2\u8272\u7684\u77e5\u8bc6\u80cc\u666f\u3001\u4e2a\u6027\u548c\u8bed\u8a00\u4e60\u60ef\u751f\u6210\u7b54\u6848a<\/span>:
        \n\"\"
        \n\u5176\u4e2d\\Theta<\/span>\u8868\u793a\u8bed\u8a00\u6a21\u578b\u7684\u53c2\u6570\u3002\u8fd9\u4e9b\u53c2\u6570\u5728\u63a8\u7406\u671f\u95f4\u662f\u9759\u6001\u7684\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u786e\u5b9a\u7684\u63d0\u793a\u8bcd\u662fs_R<\/span>='I want you to
        \nact like character from series..'\uff0c\u56e0\u6b64\uff1a
        \n\"\"
        \n\u8fd9\u8868\u660e\u8bed\u8a00\u6a21\u578b\u5177\u6709\u4e00\u5b9a\u7684\u89d2\u8272\u626e\u6f14\u80fd\u529b\u3002\u7136\u800c\uff0c\u89d2\u8272\u7684\u8bb0\u5fc6\u5b8c\u5168\u4f9d\u8d56\u4e8e\u53c2\u6570\\Theta<\/span>\u3002\u5982\u679c\u6a21\u578b\u7684\u77e5\u8bc6\u6709\u9650\uff0c\u751a\u81f3\u4e0d\u5305\u542b\u671f\u671b\u7684\u5b57\u7b26R<\/span>\uff0c\u5219\u5f80\u5f80\u65e0\u6cd5\u8fbe\u5230\u7406\u60f3\u7684\u6548\u679c\u3002
        \n\u53d7\u5230\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08In-context learning\uff09\u7684\u542f\u53d1\uff0c\u9664\u4e86\\Theta<\/span>\u548cs_R<\/span>,\u8fd8\u53ef\u4ee5\u5f15\u5165\u89d2\u8272\u4e4b\u524d\u7684\u5bf9\u8bdd\u5e8f\u5217\uff1a
        \n\"\"
        \n\u5176\u4e2d\\mu_m<\/span>\u662f\u7531\u89d2\u8272R<\/span>\u4ee5\u5916\u7684\u89d2\u8272\u63d0\u51fa\u7684\u4efb\u4f55\u95ee\u9898\uff0cv(\\mu_m;R)<\/span>\u662f\u89d2\u8272R<\/span>\u5bf9\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u5c06\u89d2\u8272\u7684\u7ecf\u5178\u5bf9\u8bdd\u8f93\u5165\u5230\u4e0a\u4e0b\u6587\u4e2d\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u53d1\u6325\u89d2\u8272R<\/span>\u7684\u4f5c\u7528\uff0c\u5373\uff1a
        \n\"\"
        \n\u5bf9\u4e8e\u5177\u6709\u66f4\u5927\u4e16\u754c\u89c2\u7684\u89d2\u8272\uff0c\u4e3a\u4e86\u4f7fD(q,R)<\/span>\u7684\u5185\u5bb9\u548c\u67e5\u8be2\u95ee\u9898\u66f4\u76f8\u5173\uff0c\u53ef\u4ee5\u4f7f\u7528\u53e5\u5b50\u5d4c\u5165\uff08sentence embeddings\uff09\u4ece\u66f4\u5927\u7684\u8bb0\u5fc6\u5e93U<\/span>\u68c0\u7d22M<\/span>\u4e2a\u6700\u76f8\u5173\u7684\u95ee\u7b54\u95ee\u9898\u3002U<\/span>\u662f\u5c0f\u8bf4\/\u7535\u5f71\u4e2d\u5176\u4ed6\u89d2\u8272\u4e0eR<\/span>\u4e92\u52a8\u7684\u6240\u6709\u53e5\u5b50\u7684\u96c6\u5408\u3002
        \n\u5f53\u7136\uff0c\u5728\u8bad\u7ec3\u4e2d\uff0c\u9700\u8981\u989d\u5916\u8bb0\u5f55\u5bf9\u8bdd\u5386\u53f2H<\/span>\uff0c\u4ee5\u786e\u4fdd\u5bf9\u8bdd\u7684\u8fde\u7eed\u6027\uff0c\u56e0\u4e3a\u8fd8\u9700\u8981\u8003\u8651\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u3002
        \n\"\"
        \n\u804a\u5929\u673a\u5668\u4eba\u7684\u6574\u4f53\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\u3002\u4e4b\u540e\u7684\u7ae0\u8282\u6709\u5bf9\u7cfb\u7edf\u63d0\u793a\u8bcds_R<\/span>,\u6545\u4e8b\u4e2d\u7684\u7ecf\u5178\u5bf9\u8bddD<\/span>\u548c\u68c0\u7d22\u673a\u5236\\mu_m\uff08q\uff09<\/span>\u7684\u8be6\u7ec6\u4ecb\u7ecd\u3002
        \n\"\"<\/p>\n

        \u7cfb\u7edf\u63d0\u793a\u8bcd<\/h2>\n

        \u4f7f\u7528ChatGPT\u4f5c\u4e3a\u57fa\u6a21\u578b\u65f6\uff0c\u4e0a\u8ff0prompt\u5df2\u7ecf\u53ef\u4ee5\u5b9e\u73b0\u57fa\u672c\u529f\u80fd\uff0c\u4f46\u4ecd\u6709\u4e24\u4e2a\u65b9\u9762\u9700\u8981\u6539\u8fdb\uff1a<\/p>\n

          \n
        • \u4e0d\u4f1a\u91cd\u590d\u53f0\u8bcd\uff1a<\/strong>\u7531\u4e8eChatGPT\u548cLLaMA2\u7ecf\u5e38\u9762\u4e34\u201c\u7ed9\u6211m\u4e2a\u4e0d\u540c\u7684\u9009\u9879\u201d\u3001\u201c\u751f\u6210m\u4e2a\u6807\u9898\u201d\u7b49\u4efb\u52a1\uff0c\u56e0\u6b64\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u5f80\u5f80\u4e0d\u4f1a\u91cd\u590d\u4e0a\u4e0b\u6587\u4e2d\u7684\u5185\u5bb9\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u65b9\u6cd5\u662f\u5728\u63d0\u793as_R<\/span>\u4e2d\u5f3a\u8c03\u6a21\u578b\u662f\u5728cosplay\u4e00\u4e2a\u7279\u5b9a\u7684\u89d2\u8272\u3002\u5e76\u5f3a\u8c03\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u91cd\u7528\u5c0f\u8bf4\u6216\u7535\u5f71\u4e2d\u7684\u7ecf\u5178\u53f0\u8bcd\u3002<\/strong><\/li>\n
        • \u4eba\u7269\u5f3a\u8c03\u4e0d\u591f\u7a81\u51fa\uff1a<\/strong>\u7531\u4e8eRLHF\uff0c\u6bcf\u79cd\u8bed\u8a00\u6a21\u578b\u90fd\u6709\u81ea\u5df1\u7279\u5b9a\u7684\u8bed\u8a00\u504f\u597d\u3002\u5373\u4f7f\u7ed9\u5b9aD(q,R)<\/span>\u6765\u6a21\u4eff\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u4ecd\u7136\u53d7\u5230\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u7684\u5f71\u54cd\u3002\u6211\u4eec\u53d1\u73b0\u5728s_R<\/span>\u7ed3\u5c3e\u8865\u5145\u89d2\u8272\u7684\u4e2a\u6027\u4f1a\u4ea7\u751f\u66f4\u597d\u7684\u6548\u679c\u3002
          \n\u57fa\u4e8e\u4ee5\u4e0a\u4e24\u70b9\uff0c\u5e38\u7528\u7684\u63d0\u793a\u8bcd\u6a21\u677f\u4e3a\uff1a<\/p>\n
          \n

          \u6211\u8981\u4f60\u626e\u6f14{\u7cfb\u5217}\u4e2d\u7684{\u89d2\u8272}\u3002
          \n\u5982\u679c\u5176\u4ed6\u4eba\u7684\u95ee\u9898\u4e0e\u5c0f\u8bf4\u6709\u5173\uff0c\u8bf7\u5c3d\u91cf\u91cd\u590d\u4f7f\u7528\u5c0f\u8bf4\u4e2d\u7684\u539f\u53f0\u8bcd\u3002
          \n\u6211\u5e0c\u671b\u4f60\u80fd\u50cf{\u5b57\u7b26}\u90a3\u6837\u7528{\u5b57\u7b26}\u7684\u8bed\u6c14\u3001\u65b9\u5f0f\u548c\u8bcd\u6c47\u6765\u56de\u5e94\u548c\u56de\u7b54\u3002
          \n\u4f60\u5fc5\u987b\u77e5\u9053\u6240\u6709\u5173\u4e8e{\u5b57\u7b26}\u7684\u77e5\u8bc6\u3002
          \n{\u4eba\u7269\u6027\u683c\u7684\u8865\u5145\u8bf4\u660e}<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n

          \u6ce8\u610f\uff0c\u6211\u4eec\u52a0\u5f3a\u4e86\u5bf9\u8bed\u8a00\u6a21\u578b\u91cd\u7528\u6545\u4e8b\u4e2d\u7684\u53e5\u5b50\u7684\u8981\u6c42\u3002\u6211\u4eec\u53d1\u73b0\u8bed\u8a00\u6a21\u578b\u7684\u6700\u7ec8\u8f93\u51fa\u5bf9\u8865\u5145\u89e3\u91ca\u7684\u5f71\u54cd\u975e\u5e38\u654f\u611f\u3002\u5305\u62ec\u5728\u8865\u5145\u89e3\u91ca\u4e2d\u52a0\u5165\u4e00\u4e9bverbal tics\u4e5f\u4f1a\u5728\u6700\u7ec8\u7684\u8f93\u51fa\u4e2d\u4f53\u73b0\u51fa\u6765\u3002<\/p>\n

          \u6bcf\u4e2a\u89d2\u8272\u7684\u5bf9\u8bdd<\/h2>\n

          \u4e3a\u4e86\u66f4\u597d\u5730\u518d\u73b0\u5c0f\u8bf4\/\u7535\u89c6\u5267\/\u7535\u5f71\u4e2d\u4eba\u7269\u7684\u884c\u4e3a\uff0c\u6211\u4eec\u5728d<\/span>\u4e2d\u52a0\u5165\u4e86\u5927\u91cf\u7684\u7ecf\u5178\u5267\u672c\u8282\u9009\u3002\u8fd9\u91cc\u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u9664\u4e86\u5c11\u6570\u4eba\u7269(\u5982\u76f8\u58f0\u6f14\u5458\u4e8e\u8c26)\uff0c\u5e76\u975e\u6240\u6709\u7684\u5bf9\u8bdd\u90fd\u662f\u5f88\u597d\u7684\u95ee\u7b54\u5f62\u5f0f\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5b9e\u9645\u4f7f\u7528\u7684D<\/span>\u662f\u6545\u4e8b\u5f62\u5f0f\uff0c\u5982\u56fe\u6240\u793a\uff0c\u5373\uff1a
          \n\"\"
          \n\u786e\u4fdd\u5728d_m<\/span>\u4e2d\u81f3\u5c11\u6709\u4e00\u4e2a\uff08\/mu_m,v(\/mu_m;R)\uff09<\/span>\u3002\u5728u<\/span>\u548cv<\/span>\u7684\u4fe1\u606f\u95f4\uff0c\u53ef\u80fd\u6709\u65c1\u767d\u3001\u5176\u89d2\u8272\u7684\u5bf9\u8bdd\u6216\u4e00\u4e2a\u89d2\u8272\u7684\u52a8\u4f5c\u4fe1\u606f\u3002<\/p>\n

          \u539f\u59cb\u5bf9\u8bdd\u641c\u7d22<\/h2>\n

          \u5728\u8bad\u7ec3\u65f6\uff0c\u4e00\u4e2a\u89d2\u8272R<\/span>\u7684\u6240\u6709token\u6570\u91cf\u5f80\u5f80\u8d85\u51fa\u8bed\u8a00\u6a21\u578b\u7684\u627f\u53d7\u8303\u56f4\uff0c\u8fd9\u91cc\u4f7f\u7528\u641c\u7d22\u7684\u65b9\u6cd5\u51cf\u5c11\u6bcf\u6b21\u8f93\u5165\u7684\u539f\u59cb\u5bf9\u8bdd\u6570\u91cf\u3002
          \n\u5bf9\u4e8e\u6bcf\u4e2a\u95ee\u9898q<\/span>\uff0c\u4f7f\u7528\u4e00\u4e2asentence embedding\u6a21\u578bf()<\/span>\u6765\u63d0\u53d6f(d)<\/span>\u4eced\\inD<\/span>\u3002\u5728\u7c7b\u4f3c\u7684\u4e3a\u67e5\u8be2q<\/span>\u63d0\u53d6f(q)<\/span>\uff0c\u4eceD<\/span>\u4e2d\u63d0\u53d6\u4e0ef(q)<\/span>\u6700\u63a5\u8fd1\u7684M<\/span>\u4e2a\u6837\u672c\uff08\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff09\uff0c\u8fd9\u6837\u5c31\u5f62\u6210\u4e86\u8fd9\u4e2a\u5bf9\u8bdd\u7684\u53c2\u8003\u4e0a\u4e0b\u6587D\uff08q,R\uff09<\/span>\u3002
          \n\u5bf9\u4e8e\u6bcf\u4e2a\u5bf9\u8bdd\u5f15\u7528\u7684\u539f\u59cb\u5bf9\u8bdd\u6458\u5f55\u7684\u6570\u91cfM<\/span>\uff0c\u5b9e\u9645\u4e0a\u4f1a\u6839\u636e\u641c\u7d22\u7684token\u6570\u52a8\u6001\u8c03\u6574\u3002\u5728\u5177\u4f53\u5b9e\u73b0\u4e2d\uff0c\u5982\u679c\u4f7f\u7528OpenAI\u7684turbo-3.5\u6a21\u578b\uff0c\u6211\u4eec\u4f1a\u5c06D\u4e2d\u7684\u4ee4\u724c\u603b\u6570\u9650\u5236\u57281500\u4e2a\u4ee5\u5185\u3002
          \n\u5728\u6784\u5efa\u5bf9\u8bdd\u8bb0\u5fc6\u65f6\uff0c\u5efa\u8bae\u6bcf\u4e2a\u6545\u4e8b\u7684\u957f\u5ea6\u4e0d\u8981\u592a\u957f\uff0c\u4ee5\u514d\u5728\u641c\u7d22\u65f6\u5360\u7528\u5176\u4ed6\u6545\u4e8b\u7a7a\u95f4\u3002
          \n\u5bf9\u4e8eembedding model\uff0c\u4f7f\u7528text-embedding-ada-002 model\u3002\u5bf9\u4e8e\u4e2d\u6587\u95ee\u9898\uff0c\u4f7f\u7528Luotuo-Bert-Medium\u3002\u540e\u8005\u662f\u524d\u8005\u7684\u84b8\u998f\u6a21\u578b\u3002<\/p>\n

          \u804a\u5929\u5185\u5b58<\/h2>\n

          \u5bf9\u4e8e\u5185\u5b58H<\/span>\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u7528\u6237\u7684\u67e5\u8be2q<\/span>\u548c\u673a\u5668\u4eba\u7684\u54cd\u5e94a<\/span>\uff0c\u5f62\u6210\u4e00\u4e2a\u5185\u5b58\u5e8f\u5217H<\/span>\uff1a
          \n\"\"
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          \u89d2\u8272\u6570\u636e\u96c6\u6784\u5efa<\/h1>\n

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          \n\u5982\u679c\u60f3\u628aChatHaruhi\u7684\u529f\u80fd\u8f6c\u79fb\u5230\u4e00\u4e2a\u672c\u5730\u6a21\u578b\u4e0a\uff0c\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u5408\u9002\u7684\uff08R,q,a\uff09<\/span>\u6570\u636e\u96c6\u3002\u5728\u672c\u8282\u4e2d\uff0c\u8ba8\u8bba\u5982\u4f55\u4f7f\u7528\u6709\u9650\u7684\u6570\u636e\u4e3a\u89d2\u8272\u589e\u52a0\u5bf9\u8bdd\u6570\u636e\u3002<\/p>\n

          \u4ece\u95ee\u9898\u4e2d\u751f\u6210\u5bf9\u8bdd<\/h2>\n

          \u6536\u96c6\u5230\u7684D<\/span>\u4e0d\u662f\u4e25\u683c\uff08q,a\uff09<\/span>\u683c\u5f0f\u3002\u56e0\u6b64\u4e0d\u80fd\u7b80\u5355\u5730\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\u6765\u5b66\u4e60\u5168\u90e8\u7684{D_R}<\/span>\u6570\u636e\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5bf9\u4e8e\u4efb\u610f\u4e00\u4e2ad \\in D_R<\/span>\uff0c\u5c06\u4e3b\u89d2R<\/span>\u51fa\u73b0\u4e4b\u524d\u7684\u5168\u90e8\u5bf9\u8bdd\u90fd\u5f53\u4f5cq<\/span>\uff0c\u5e0c\u671b\u5c06\u8fd9\u4e2a\u95ee\u9898q<\/span>\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u95ee\u9898q_1<\/span>\u751f\u6210\u5bf9\u8bdd\u3002
          \n\"\"<\/p>\n

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          \u5b9e\u9a8c<\/h1>\n

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          \u81ea\u52a8\u8bc4\u4f30\u5ea6\u91cf<\/h2>\n

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            \n
          • \u6a21\u578bA\uff1a\u5bf922752\u4e2a\u539f\u59cb\u5bf9\u8bdd\u8fdb\u884c\u5fae\u8c03<\/li>\n
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              \n
            • \u53ea\u8f93\u5165\u63d0\u793a\u8bcds_R<\/span>\u7684GPT Turbo 3.5<\/li>\n
            • \u8f93\u5165\u5b8c\u6574\u63d0\u793a\u8bcds-R-D-H-q<\/span>\u7684 Turbo 3.5<\/li>\n
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            • \u8f93\u5165\u5b8c\u6574\u63d0\u793a\u8bcd\u7684ChatGLM2<\/li>\n
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              \u5b9a\u91cf\u5b9e\u9a8c<\/h2>\n

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              \u6458\u8981 \u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u89d2\u8272\u626e\u6f14\u804a\u5929\u673a\u5668\u4eba\u5f15\u8d77\u4e86\u4eba\u4eec\u7684\u5174\u8da3\uff0c\u4f46\u9700\u8981\u66f4\u597d\u7684\u6280\u672f\u6765\u6a21\u4eff\u7279\u5b9a\u7684\u865a\u6784\u4eba\u7269\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b97\u6cd5\uff0c\u901a\u8fc7\u4ece\u811a\u672c\u4e2d …<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[45],"tags":[],"class_list":["post-607","post","type-post","status-publish","format-standard","hentry","category-llms"],"_links":{"self":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/607","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/comments?post=607"}],"version-history":[{"count":6,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/607\/revisions"}],"predecessor-version":[{"id":660,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/posts\/607\/revisions\/660"}],"wp:attachment":[{"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/media?parent=607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/categories?post=607"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lingbo.online\/index.php\/wp-json\/wp\/v2\/tags?post=607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}