\u6a21\u578b\u5982 ChatGPT \u4f9d\u8d56\u4e8e\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\uff0c\u8fd9\u4e00\u65b9\u6cd5\u901a\u8fc7\u9f13\u52b1\u6807\u6ce8\u8005\u504f\u597d\u7684\u56de\u7b54\u5e76\u60e9\u7f5a\u4e0d\u53d7\u6b22\u8fce\u7684\u53cd\u9988\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u3002\u7136\u800c\uff0cRLHF \u9762\u4e34\u7740\u6210\u672c\u9ad8\u6602\u3001\u96be\u4ee5\u4f18\u5316\u7b49\u95ee\u9898\uff0c\u4ee5\u53ca\u5728\u8d85\u4eba\u7c7b\u6c34\u5e73\u6a21\u578b\u9762\u524d\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u4e3a\u4e86\u51cf\u5c11\u4e43\u81f3\u6d88\u9664\u5bf9\u4eba\u7c7b\u76d1\u7763\u7684\u4f9d\u8d56\uff0cAnthropic \u63a8\u51fa\u4e86 Constitutional AI\uff0c\u65e8\u5728\u8981\u6c42\u8bed\u8a00\u6a21\u578b\u5728\u56de\u7b54\u65f6\u9075\u5faa\u4e00\u7cfb\u5217\u4eba\u7c7b\u89c4\u5219\u3002\u540c\u65f6\uff0cOpenAI \u7684\u7814\u7a76\u901a\u8fc7\u91c7\u7528\u5f31\u6a21\u578b\u76d1\u7763\u5f3a\u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u4e3a\u8d85\u4eba\u7c7b\u6c34\u5e73\u6a21\u578b\u7684\u5bf9\u9f50\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u7531\u4e8e\u7528\u6237\u7ed9\u51fa\u7684\u6307\u4ee4\u5343\u53d8\u4e07\u5316\uff0c\u5c06\u4e00\u5957\u56fa\u5b9a\u7684\u793e\u4f1a\u89c4\u5219\u5e94\u7528\u4e8e LLMs \u663e\u5f97\u4e0d\u591f\u7075\u6d3b\uff1b\u800c\u4e14\uff0c\u5f31\u6a21\u578b\u5bf9\u5f3a\u6a21\u578b\u7684\u76d1\u7763\u63d0\u5347\u6548\u679c\u5c1a\u4e0d\u660e\u663e\u3002<\/p>\n
\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\u4ef7\u503c\u5bf9\u9f50\u7684\u6311\u6218\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u79d1\u7814\u56e2\u961f\u53d1\u8868\u4e86\u65b0\u5de5\u4f5c\u300aSelf-Alignment of Large Language Models via \u00a0Monopolylogue-based Social Scene Simulation\u300b\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u539f\u521b\u7684\u81ea\u6211\u5bf9\u9f50\u7b56\u7565 \u2014\u2014 \u793e\u4f1a\u573a\u666f\u6a21\u62df\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u4eba\u7c7b\u793e\u4f1a\u4ef7\u503c\u89c2\u7684\u5f62\u6210\u548c\u53d1\u5c55\u6e90\u4e8e\u793e\u4f1a\u5404\u65b9\u53c2\u4e0e\u8005\u4e4b\u95f4\u7684\u4e92\u52a8\u548c\u793e\u4f1a\u5f71\u54cd\u3002\u7c7b\u6bd4\u5e94\u7528\u4e8e LLMs\uff0c\u901a\u8fc7\u6a21\u62df\u7528\u6237\u6307\u4ee4\u548c LLMs \u56de\u7b54\u6240\u6d89\u53ca\u7684\u793e\u4f1a\u573a\u666f\uff0c\u6a21\u578b\u80fd\u591f\u89c2\u5bdf\u5230\u5176\u56de\u7b54\u53ef\u80fd\u9020\u6210\u7684\u793e\u4f1a\u5f71\u54cd\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u56de\u7b54\u53ef\u80fd\u5e26\u6765\u7684\u793e\u4f1a\u5371\u5bb3\u3002<\/p>\n
\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u793e\u4f1a\u6a21\u62df\u6846\u67b6 MATRIX \u5f15\u9886 LLM \u81ea\u6211\u4ea7\u751f\u793e\u4f1a\u5bf9\u9f50\u7684\u56de\u7b54\uff0c\u8fd9\u8fc7\u7a0b\u5305\u542b\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n
\u6b64\u8fc7\u7a0b\u4e0d\u4ec5\u6a21\u4eff\u4e86\u4eba\u7c7b\u793e\u4f1a\u4ef7\u503c\u89c2\u7684\u5f62\u6210\u548c\u53d1\u5c55\u673a\u5236\uff0c\u800c\u4e14\u786e\u4fdd\u4e86 LLM \u80fd\u591f\u8bc6\u522b\u5e76\u4fee\u6b63\u90a3\u4e9b\u53ef\u80fd\u4ea7\u751f\u8d1f\u9762\u793e\u4f1a\u5f71\u54cd\u7684\u521d\u6b65\u56de\u7b54\uff0c\u9488\u5bf9\u6027\u5730\u4f18\u5316\u5176\u8f93\u51fa\u3002<\/p>\n
\u4e3a\u4e86\u964d\u4f4e\u6a21\u62df\u8fc7\u7a0b\u5e26\u6765\u7684\u65f6\u95f4\u6210\u672c\uff0cLLM \u5728\u6a21\u62df\u9636\u6bb5\u4ea7\u751f\u7684\u6570\u636e\u4e0a\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5f97\u5230\u4e86 \"\u57fa\u4e8e MATRIX \u56de\u7b54\u5fae\u8c03\u540e\u7684 LLM\"\uff0c\u5b83\u80fd\u76f4\u63a5\u8f93\u51fa\u793e\u4f1a\u5bf9\u9f50\u7684\u56de\u7b54\u3002\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u56de\u7b54\u7684\u5bf9\u9f50\u8d28\u91cf\uff0c\u8fd8\u4fdd\u6301\u4e86\u539f LLM \u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n
\u8fd9\u4e00\u81ea\u6211\u5bf9\u9f50\u6846\u67b6\u5177\u5907\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n
MATRIX\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u7531 LLM \u9a71\u52a8\u7684\u793e\u4f1a\u6a21\u62df\u6846\u67b6\uff0c\u65e8\u5728\u81ea\u52a8\u6a21\u62df\u95ee\u9898\u53ca\u5176\u56de\u7b54\u7684\u793e\u4f1a\u5f71\u54cd\u3002MATRIX \u878d\u5408\u4e86\u793e\u4f1a\u89d2\u8272\u3001\u793e\u4f1a\u7269\u4f53\u548c\u793e\u4f1a\u8c03\u8282\u5668\uff0c\u4ee5\u652f\u6301\u903c\u771f\u7684\u793e\u4f1a\u6a21\u62df\u3002<\/p>\n
\u793e\u4f1a\u89d2\u8272\u53ca\u7269\u4f53\uff1aMATRIX \u5305\u542b\u591a\u4e2a\u793e\u4f1a\u89d2\u8272\u548c\u7269\u4f53\uff0c\u5168\u90e8\u7531\u540c\u4e00 LLM \u64cd\u63a7\u3002\u8fd9\u4e9b\u89d2\u8272\u80fd\u591f\u6839\u636e\u81ea\u8eab\u7684\u89d2\u8272\u5b9a\u4f4d\uff0c\u5bf9\u73af\u5883\u4e2d\u7684\u4e8b\u4ef6\u505a\u51fa\u53cd\u5e94\uff0c\u800c\u793e\u4f1a\u7269\u4f53\u5219\u62e5\u6709\u72ec\u7acb\u7684\u72b6\u6001\uff0c\u80fd\u4e0e\u89d2\u8272\u7684\u884c\u4e3a\u76f8\u4e92\u4f5c\u7528\uff0c\u8fdb\u4e00\u6b65\u4e30\u5bcc\u4e86\u6a21\u62df\u7684\u793e\u4f1a\u52a8\u6001\u3002<\/p>\n
\u793e\u4f1a\u8c03\u8282\u5668\uff1a\u4e3a\u786e\u4fdd\u6a21\u62df\u4e2d\u7684\u4e92\u52a8\u548c\u901a\u4fe1\u7684\u903b\u8f91\u6027\u548c\u8fde\u8d2f\u6027\uff0cMATRIX \u5f15\u5165\u4e86\u4e00\u4e2a\u793e\u4f1a\u8c03\u8282\u5668\uff0c\u8d1f\u8d23\u6c47\u603b\u89d2\u8272\u52a8\u4f5c\u3001\u8bc4\u4f30\u52a8\u4f5c\u7684\u5408\u7406\u6027\u3001\u8bb0\u5f55\u4ea4\u4e92\uff0c\u5e76\u5c06\u4fe1\u606f\u53cd\u9988\u7ed9\u89d2\u8272\u4f5c\u4e3a\u5176\u89c2\u6d4b\u3002<\/p>\n
MATRIX \u7684\u8fd9\u4e00\u96c6\u4e2d\u5f0f\u4fe1\u606f\u5904\u7406\u548c\u5206\u53d1\u673a\u5236\uff0c\u8d4b\u4e88\u4e86\u6a21\u62df\u73af\u5883\u4ee5\u52a8\u6001\u7684\u884c\u4e3a\u7a7a\u95f4\u548c\u7075\u6d3b\u7684\u4e92\u52a8\u987a\u5e8f\uff0c\u8ba9\u89d2\u8272\u95f4\u7684\u4ea4\u6d41\u66f4\u52a0\u81ea\u7136\u3001\u6d41\u7545\u3002<\/p>\n
\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5f53 LLM \u56de\u5e94 \u201c\u5982\u4f55\u4ece\u94f6\u884c\u5077\u94b1\uff1f\u201d \u8fd9\u6837\u7684\u6307\u4ee4\u540e\uff0cMATRIX \u4f1a\u5f15\u5bfc LLM \u521b\u9020\u51fa\u62a2\u52ab\u8005\u3001\u94f6\u884c\u804c\u5458\u3001\u8b66\u5bdf\u7b49\u89d2\u8272\u548c\u76f8\u5173\u7269\u4f53\uff08\u5982\u94b1\u6b3e\uff09\u3002\u5728\u8fd9\u4e2a\u6a21\u62df\u4e2d\uff0c\u4f1a\u53d1\u751f\u4e00\u7cfb\u5217\u4e8b\u4ef6\uff0c\u5982\u804c\u5458\u7684\u62a5\u8b66\u3001\u8b66\u5bdf\u7684\u4ecb\u5165\u4e0e\u62a2\u52ab\u8005\u7684\u902e\u6355\u3002\u901a\u8fc7\u8fd9\u4e9b\u4e8b\u4ef6\uff0cLLM \u5f97\u4ee5\u53cd\u601d\u5176\u6700\u521d\u56de\u7b54\u7684\u6f5c\u5728\u793e\u4f1a\u5371\u5bb3\uff0c\u4ece\u800c\u8c03\u6574\u5176\u8f93\u51fa\uff0c\u786e\u4fdd\u5176\u4e0e\u793e\u4f1a\u4ef7\u503c\u89c2\u7684\u4e00\u81f4\u6027\u3002<\/p>\n
\u5728\u9762\u5bf9\u5177\u6709\u6f5c\u5728\u5371\u5bb3\u6027\u7684\u95ee\u9898\u65f6\uff0cLLM \u7531\u4e8e\u6570\u636e\u96c6\u7684\u504f\u5411\uff0c\u5f80\u5f80\u9ed8\u8ba4\u751f\u6210\u6709\u5bb3\u7684\u56de\u7b54\u3002\u8fd9\u4e00\u73b0\u8c61\u6e90\u4e8e\u6709\u5bb3\u95ee\u9898\u4e0e\u6709\u5bb3\u8f93\u51fa\u4e4b\u95f4\u5728\u6570\u636e\u96c6\u4e2d\u7684\u5e38\u89c1\u5173\u8054\u3002\u7136\u800c\uff0c\u5728\u5176\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cLLM \u5df2\u7ecf\u4ece\u5e7f\u6cdb\u7684\u6587\u672c\u8d44\u6599\u4e2d\u5b66\u4e60\u5e76\u5185\u5316\u4e86\u4eba\u7c7b\u793e\u4f1a\u7684\u89c4\u8303\u548c\u4ef7\u503c\u89c2\u3002MATRIX \u6846\u67b6\u6fc0\u6d3b\u5e76\u6574\u5408\u5229\u7528\u8fd9\u4e9b\u6df1\u5c42\u77e5\u8bc6 \u2014\u2014 \u5b83\u5141\u8bb8 LLM \u626e\u6f14\u4e0d\u540c\u7684\u793e\u4f1a\u89d2\u8272\uff0c\u901a\u8fc7\u8fd9\u4e9b\u89d2\u8272\u4f53\u9a8c\u548c\u5b66\u4e60\u5176\u56de\u7b54\u53ef\u80fd\u5f15\u53d1\u7684\u793e\u4f1a\u53cd\u9988\u548c\u5f71\u54cd\u3002<\/p>\n
\u8fd9\u4e00\u8fc7\u7a0b\u6a21\u4eff\u4e86\u4eba\u7c7b\u5728\u793e\u4f1a\u4e92\u52a8\u4e2d\u5b66\u4e60\u548c\u9002\u5e94\u793e\u4f1a\u89c4\u8303\u7684\u65b9\u5f0f\uff0c\u4f7f LLM \u80fd\u591f\u66f4\u76f4\u89c2\u5730\u611f\u77e5\u5230\u5176\u56de\u7b54\u53ef\u80fd\u9020\u6210\u7684\u5371\u5bb3\u3002\u901a\u8fc7\u8fd9\u79cd\u6df1\u5165\u7684\u89d2\u8272\u626e\u6f14\u548c\u6a21\u62df\u4f53\u9a8c\uff0cLLM \u5728\u751f\u6210\u56de\u7b54\u65f6\u53d8\u5f97\u66f4\u52a0\u8c28\u614e\uff0c\u4e3b\u52a8\u8c03\u6574\u5176\u8f93\u51fa\uff0c\u4ee5\u907f\u514d\u53ef\u80fd\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u4ece\u800c\u751f\u6210\u65e0\u5bb3\u4e14\u8d1f\u8d23\u4efb\u7684\u56de\u7b54\u3002<\/p>\n
\u6b64\u5916\uff0c\u5df2\u6709\u7814\u7a76\u901a\u8fc7\u5728\u4ee3\u7801\u751f\u6210\u3001\u89e3\u6570\u5b66\u9898\u7b49\u9886\u57df\u5185\u5b9e\u65bd\u89d2\u8272\u626e\u6f14\uff0c\u663e\u8457\u63d0\u5347\u4e86 LLM \u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u6210\u679c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 MATRIX \u901a\u8fc7\u89d2\u8272\u626e\u6f14\u4fc3\u8fdb LLM \u81ea\u6211\u5bf9\u9f50\u7684\u6709\u6548\u6027\u548c\u5408\u7406\u6027\u3002<\/p>\n
\u7406\u8bba\u5206\u6790\u8868\u660e\uff0c\u76f8\u6bd4 Constitutional AI \u7b49\u91c7\u7528\u9884\u5148\u5b9a\u4e49\u7684\u89c4\u5219\u4ee5\u4fee\u6539\u7b54\u6848\uff0cMATRIX \u5177\u6709\u4ee5\u4e0b\u4e24\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u52a9\u529b LLM \u4ee5\u66f4\u5927\u6982\u7387\u751f\u6210\u5bf9\u9f50\u7684\u7b54\u6848\uff1a<\/p>\n
30B \u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e MATRIX \u5fae\u8c03\u540e\u7684 LLM \u5728\u5904\u7406\u6709\u5bb3\u95ee\u9898\u65f6\uff0c\u5176\u56de\u7b54\u8d28\u91cf\u5927\u5e45\u8d85\u8d8a\u57fa\u7ebf\u65b9\u6cd5\uff0c\u8fd9\u4e0d\u4ec5\u5305\u62ec\u81ea\u6211\u5bf9\u9f50\u65b9\u6cd5\u5982 Self-Align \u548c RLAIF\uff0c\u4e5f\u5305\u62ec\u91c7\u7528\u5916\u90e8\u5bf9\u9f50\u7b56\u7565\u7684 GPT-3.5-Turbo\u3002<\/p>\n
\u8fdb\u4e00\u6b65\u5730\uff0c\u5728\u4eba\u7c7b\u8bc4\u6d4b\u5b9e\u9a8c\u4e0a\uff0c\u672c\u7814\u7a76\u9009\u7528 Safe-RLHF \u6570\u636e\u96c6\u4e2d 14 \u4e2a\u6709\u5bb3\u7c7b\u522b\u7684 100 \u6761\u95ee\u9898\u8fdb\u884c\u8bc4\u4f30\u3002875 \u6761\u4eba\u7c7b\u8bc4\u5206\u8868\u660e\uff0c\u57fa\u4e8e MATRIX \u5fae\u8c03\u7684 13B LLM \u9762\u5bf9\u6709\u5bb3\u95ee\u9898\uff0c\u8d85\u8d8a\u4e86 GPT-4 \u7684\u56de\u7b54\u8d28\u91cf\u3002<\/p>\n
\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0e\u5176\u4ed6\u5bf9\u9f50\u65b9\u6cd5\u4e0d\u540c\uff0c\u8fd9\u4e9b\u53ef\u80fd\u4f1a\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u727a\u7272 LLM \u7684\u901a\u7528\u80fd\u529b\uff0cMATRIX \u5fae\u8c03\u540e\u7684 LLM \u5728 Vicuna-Bench \u7b49\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u4e86\u5176\u7efc\u5408\u80fd\u529b\u7684\u4fdd\u6301\u4e43\u81f3\u63d0\u5347\u3002\u8fd9\u8868\u660e MATRIX \u4e0d\u4ec5\u80fd\u591f\u63d0\u9ad8 LLM \u65e0\u5bb3\u95ee\u9898\u4e0a\u7684\u8868\u73b0\uff0c\u8fd8\u80fd\u591f\u4fdd\u8bc1\u6a21\u578b\u5728\u5e7f\u6cdb\u4efb\u52a1\u4e0a\u7684\u9002\u7528\u6027\u548c\u6548\u80fd\u3002<\/p>\n
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