{"id":36158,"date":"2025-01-06T16:00:10","date_gmt":"2025-01-06T08:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36158"},"modified":"2025-01-06T16:00:10","modified_gmt":"2025-01-06T08:00:10","slug":"%e5%85%a8%e6%a8%a1%e6%80%81%e5%af%b9%e9%bd%90%e6%a1%86%e6%9e%b6align-anything%e6%9d%a5%e4%ba%86%ef%bc%9a%e5%ae%9e%e7%8e%b0%e8%b7%a8%e6%a8%a1%e6%80%81%e6%8c%87%e4%bb%a4%e8%b7%9f%e9%9a%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36158","title":{"rendered":"\u5168\u6a21\u6001\u5bf9\u9f50\u6846\u67b6align-anything\u6765\u4e86\uff1a\u5b9e\u73b0\u8de8\u6a21\u6001\u6307\u4ee4\u8ddf\u968f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-17-8\" target=\"_blank\">\u5168\u6a21\u6001\u5bf9\u9f50\u6846\u67b6align-anything\u6765\u4e86\uff1a\u5b9e\u73b0\u8de8\u6a21\u6001\u6307\u4ee4\u8ddf\u968f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a67b0af9e72e1047a6198381932ec9c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a67b0af9e72e1047a6198381932ec9c3.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u5f00\u6e90\u9879\u76ee\u7531<mark data-type=\"institutions\" data-id=\"0fa34865-bbff-4cad-b557-49cf48b4542e\">\u5317\u4eac\u5927\u5b66<\/mark>\u5bf9\u9f50\u5c0f\u7ec4\u5f00\u53d1\u5e76\u8fdb\u884c\u957f\u671f\u7ef4\u62a4\uff0c\u56e2\u961f\u4e13\u6ce8\u4e8e<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7cfb\u7edf\u7684<\/strong><strong>\u5b89\u5168\u4ea4\u4e92\u4e0e\u4ef7\u503c\u5bf9\u9f50\uff0c\u6307\u5bfc\u8001\u5e08\u4e3a<mark data-type=\"institutions\" data-id=\"0fa34865-bbff-4cad-b557-49cf48b4542e\">\u5317\u4eac\u5927\u5b66<\/mark><mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7814\u7a76\u9662\u6768\u8000\u4e1c\u52a9\u7406\u6559\u6388\u3002\u6838\u5fc3\u6210\u5458\u5305\u62ec\u5409\u5609\u94ed\u3001\u5468\u5609\u61ff\u3001\u90b1\u5929\u5f02\u3001\u9648\u535a\u8fdc\u3001\u738b\u607a\u4e50\u3001\u6d2a\u4e1c\u6d77\u3001\u697c\u7ff0\u6d9b\u3001\u738b\u65ed\u5c27\u3001<\/strong><strong>\u9648\u6587\u7426\u3001\u5f20\u948a\u4e3a\u3001\u6c6a\u660e\u5fd7\u3001\u949f\u4f0a\u51e1\u7b49\u3002<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u56e2\u961f\u5c31<mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u65b9\u6cd5\u53ca\u5927\u6a21\u578b\u7684\u540e\u8bad\u7ec3\u5bf9\u9f50\u6280\u672f\u5f00\u5c55\u4e86\u4e00\u7cfb\u5217\u91cd\u8981\u5de5\u4f5c\uff0c\u5305\u62ec Aligner\uff08NeurIPS 2024 Oral\uff09\u3001ProgressGym\uff08NeurIPS 2024 Spotlight\uff09\u4ee5\u53ca Safe-RLHF\uff08ICLR 2024 Spotlight\uff09\u7b49\u7cfb\u5217\u6210\u679c\u3002\u8fd1\u671f\uff0c\u56e2\u961f\u9488\u5bf9 OpenAI o1 \u6280\u672f\u7684\u6df1\u5165\u5206\u6790\u7d2f\u8ba1\u70b9\u51fb\u91cf\u5df2\u8d85\u8fc7 15 \u4e07\u3002<\/strong><\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"37\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5982\u4f55\u5168\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u4eba\u7c7b\u7684\u610f\u56fe\u76f8\u5bf9\u9f50\uff0c\u5df2\u6210\u4e3a\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u4e14\u81f3\u5173\u91cd\u8981\u7684\u6311\u6218\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u5f53\u524d AI \u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\u4e2d\uff0c\u300c\u6709\u6548\u52a0\u901f\u300d\u548c\u300c\u8d85\u7ea7\u5bf9\u9f50\u300d\u5df2\u7ecf\u6210\u4e3a\u4e24\u4e2a\u4e3b\u8981\u7684\u53d1\u5c55\u52a8\u5411\uff0c\u5b83\u4eec\u6df1\u523b\u5f71\u54cd\u7740\u7814\u53d1\u65b9\u5411\u548c\u6295\u8d44\u51b3\u7b56\u3002\u524d\u8005\u4ee5 OpenAI \u4e3a\u4ee3\u8868\uff0c\u540e\u8005\u5219\u5f97\u5230\u4e86\u5305\u62ec Llama \u7b49\u8bf8\u591a\u5f00\u6e90\u6a21\u578b\u7684\u652f\u6301\u3002<\/section>\n<section><\/section>\n<section>2024 \u5e74 9 \u6708 25 \u65e5\uff0cMetaAI \u53d1\u5e03\u4e86 Llama 3.2 \u540e\uff0c<mark data-type=\"institutions\" data-id=\"0fa34865-bbff-4cad-b557-49cf48b4542e\">\u5317\u4eac\u5927\u5b66<\/mark>\u4e00\u652f\u56e2\u961f\u8fc5\u901f\u8ddf\u8fdb\uff0c<strong>\u7528\u81ea\u7814\u7684\u5168\u7403\u9996\u4e2a\u5168\u6a21\u6001\u5bf9\u9f50\u6846\u67b6\u300cAlign Anything\u300d\u5bf9 Llama 3.2 \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u8868\u73b0\u51fa\u4e86\u6bd4 Meta \u5fae\u8c03\u7684\u00a0Llama-3.2-11B-Vision-Instruct \u66f4\u5f3a\u7684\u5bf9\u9f50\u6027\u4e0e\u6307\u4ee4\u8ddf\u968f\u6027<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u8fdb\u4e00\u6b65\u4fc3\u8fdb\u793e\u533a\u7684\u591a\u6a21\u6001\u5bf9\u9f50\u7814\u7a76\uff0c<strong>\u65e5\u524d\uff0c\u8be5\u56e2\u961f\u4ee5\u5c06\u300cAlign 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Align-Anything<\/strong>\uff0c\u63d0\u4f9b\u8be6\u7ec6\u7684\u4eba\u7c7b\u504f\u597d\u6ce8\u91ca\u4ee5\u53ca\u7528\u4e8e\u6279\u8bc4\u548c\u6539\u8fdb\u7684\u7cbe\u7ec6\u8bed\u8a00\u53cd\u9988\uff0c\u5728\u589e\u5f3a\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u7684\u540c\u65f6\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u6a21\u6001\u7684\u5168\u9762\u8bc4\u4f30\u548c\u6539\u8fdb\u3002<\/section>\n<h4>\n<strong>\u5168\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u5168\u6a21\u6001\u5bf9\u9f50\u00a0\u00a0<\/strong><strong>\u5927\u6a21\u578b\u6027\u80fd\u7684\u6700\u540e\u4e00\u5757\u62fc\u56fe<\/strong><br 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data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8fdb\u884c\u6a21\u6001\u6269\u5c55\uff0c\u5f97\u5230\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u8bed\u8a00\uff0c\u8fd8\u53ef\u4ee5\u7406\u89e3\u5e76\u751f\u6210\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u79cd\u4fe1\u606f\u7684\u5168\u6a21\u6001\u6a21\u578b\uff0c\u5982 GPT-4o\u3001Chameleon \u7b49\u3002\u4e5f\u5305\u542b\u76ee\u524d\u6700\u4e3a\u6d41\u884c\u7684\u5f00\u6e90\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0cLlama-3.2-Vision\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u00a0Llama-3.2-Vision\u00a0\u4e3a\u4ee3\u8868\u7684\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u591a\u6a21\u6001\u5316\u5df2\u662f\u5927\u52bf\u6240\u8d8b\uff0c\u800c\u652f\u6301\u4efb\u610f\u7684\u6a21\u6001\u8f93\u5165\u5e76\u751f\u6210\u4efb\u610f\u6a21\u6001\u7684\u8f93\u51fa\u7684\u5168\u6a21\u6001\u5927\u6a21\u578b\u5c06\u6210\u4e3a\u672a\u6765\u7684\u91cc\u7a0b\u7891\u3002<strong>\u5982\u4f55\u5c06\u5168\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u4eba\u7c7b\u7684\u610f\u56fe\u76f8\u5bf9\u9f50\uff0c\u5df2\u6210\u4e3a\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u4e14\u81f3\u5173\u91cd\u8981\u7684\u6311\u6218<\/strong>\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u6001\u7684\u589e\u52a0\uff0c\u8f93\u5165\u8f93\u51fa\u7a7a\u95f4\u7684\u5206\u5e03\u66f4\u52a0\u5e7f\u6cdb\uff0c\u5e76\u589e\u52a0\u4e86\u5e7b\u89c9\u73b0\u8c61\uff0c\u4f7f\u5f97\u5168\u6a21\u6001\u5bf9\u9f50\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e0d\u5230\u4e24\u5468\u7684\u65f6\u95f4\u5185\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u57fa\u4e8e Llama-3.2-Vision \u7684 11B \u9884\u8bad\u7ec3\u7248\u672c\u8fdb\u884c\u540e\u8bad\u7ec3 (Post-Training) \u5bf9\u9f50\u5fae\u8c03\u5f97\u5230 Beaver-Vision-11B\uff0c\u8868\u73b0\u51fa\u4e86\u6bd4 Meta \u5fae\u8c03\u7684 Llama-3.2-11B-Vision-Instruct \u66f4\u5f3a\u7684\u5bf9\u9f50\u6027\u4e0e\u6307\u4ee4\u8ddf\u968f\u6027\u3002<\/section>\n<ul>\n<li>\n<p>Beaver-Vision-11B \u6a21\u578b\uff1ahttps:\/\/huggingface.co\/PKU-Alignment\/Beaver-Vision-11B<\/p>\n<\/li>\n<\/ul>\n<section>\u4f8b\u5982\u88ab\u95ee\u5230\u300c\u56fe\u4e2d\u7684\u62c9\u9762\u6765\u81ea\u4e8e\u4f55\u5bb6\u9910\u5385\uff1f\u300d\u8fd9\u4e2a\u95ee\u9898\u65f6\uff0cLlama-3.2-11B-Vision-Instruct \u6ca1\u6709\u51c6\u786e\u8bc6\u522b\u51fa\u9910\u5177\u4e2d\u7684\u300c\u4e00\u5170\u300d\u5b57\u6837\uff0c\u5c06\u9910\u5385\u9519\u8bef\u5730\u89e3\u8bfb\u4e3a\u300cIppudo\u300d\uff1b\u4e13\u5bb6\u6a21\u578b GPT-4o \u8bc6\u522b\u51c6\u786e\uff0c\u4f46\u63d0\u4f9b\u7684\u56de\u7b54\u5e76\u4e0d\u8be6\u7ec6\u5177\u4f53\u3002\u800c Beaver-Vision-11B \u65e2\u51c6\u786e\u5730\u8bc6\u522b\u51fa\u4e86\u9910\u5385\uff0c\u8fd8\u63d0\u4f9b\u4e86\u7ec6\u81f4\u7684\u601d\u8003\u4e0e\u63a8\u7406\u8fc7\u7a0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e391468f493e5f0e9880c9211ce87197.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e391468f493e5f0e9880c9211ce87197.png\"><\/a><\/section>\n<section>\u5728 Meta \u5e76\u672a\u62ab\u9732\u00a0Llama-3.2-11B-Vision-Instruct \u5bf9\u9f50\u6280\u672f\u7ec6\u8282\u60c5\u51b5\u4e0b\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u613f\u5f00\u6e90\u6570\u636e\u3001\u8bad\u7ec3\u3001\u6a21\u578b\u3001\u8bc4\u4f30\u7684\u5168\u6d41\u7a0b\uff0c\u4e3a\u5168\u6a21\u6001\u5bf9\u9f50\u7814\u7a76\u8d21\u732e\u529b\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9\u9f50\u6846\u67b6\uff1aAlign-Anything \u8be6\u89e3<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>Beaver-Vision-11B \u7684\u80cc\u540e\u662f\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5728\u6570\u636e\u3001\u6a21\u578b\u3001\u7b97\u6cd5\u3001\u6846\u67b6\u548c\u8bc4\u4f30\u4e94\u5927\u7ef4\u5ea6\u8fdb\u884c\u7684\u6df1\u5165\u539f\u521b\u63a2\u7d22 \u2014\u2014 Align-Anything \u6846\u67b6\uff0c\u5b83\u81f4\u529b\u4e8e\u4f7f\u5168\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u4eba\u7c7b\u610f\u56fe\u548c\u4ef7\u503c\u89c2\u5bf9\u9f50\uff0c\u8fd9\u91cc\u7684\u5168\u6a21\u6001\u5305\u62ec\u6587\u751f\u6587\u3001\u6587\u751f\u56fe\u3001\u6587\u56fe\u751f\u6587\u3001\u6587\u751f\u89c6\u9891\u7b49\u4efb\u610f\u5230\u4efb\u610f\u7684\u8f93\u5165\u4e0e\u8f93\u51fa\u6a21\u6001\u3002<\/section>\n<ul>\n<li>\n<p>Align-anything \u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/PKU-Alignment\/align-anything<\/p>\n<\/li>\n<li>\n<p>Align-anything \u6570\u636e\u96c6\u5730\u5740\uff1ahttps:\/\/huggingface.co\/datasets\/PKU-Alignment\/align-anything-400k<\/p>\n<\/li>\n<\/ul>\n<section>\u5173\u4e8e\u5168\u6a21\u6001\u5927\u6a21\u578b\u5bf9\u9f50\u7684\u5b9a\u4e49\u548c\u91cc\u7a0b\u7891\u7684\u66f4\u591a\u7ec6\u8282\uff0c\u53ef\u4ee5\u53c2\u9605\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u53d1\u5e03\u7684 AI \u5bf9\u9f50\u7efc\u8ff0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8488b4075f8e686238bb8d5eb3092f08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8488b4075f8e686238bb8d5eb3092f08.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/alignmentsurvey.com\/<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0c\u8be5\u6846\u67b6\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d3e02b9d5c49daa2814b130ff291f013.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d3e02b9d5c49daa2814b130ff291f013.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 align-anything\u7684\u6846\u67b6\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<ul>\n<li>\n<section><strong>\u9ad8\u5ea6\u6a21\u5757\u5316\u7684\u6846\u67b6<\/strong>\uff1a\u5bf9\u4e0d\u540c\u7b97\u6cd5\u7c7b\u578b\u7684<strong>\u62bd\u8c61\u5316\u548c\u7cbe\u5fc3\u8bbe\u8ba1\u7684 API<\/strong>\uff0c\u7528\u6237\u80fd\u591f\u4e3a\u4e0d\u540c\u7684\u4efb\u52a1\u4fee\u6539\u548c\u5b9a\u5236\u4ee3\u7801\uff0c\u4ee5\u53ca<strong>\u5b9a\u5236\u5316\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u6ce8\u518c<\/strong>\u7b49\u9ad8\u7ea7\u6269\u5c55\u7528\u6cd5\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u652f\u6301\u8de8\u4efb\u610f\u6a21\u6001\u6a21\u578b\u7684\u5fae\u8c03<\/strong>\uff1a\u5305\u542b\u5bf9\u5982\u00a0Llama3.2\u3001LLaVA\u3001Chameleon\u3001Qwen2-VL\u3001Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o\u3001Diffusion \u7b49<strong>\u8de8\u8d8a\u591a\u79cd\u6a21\u6001\u751f\u6210\u4e0e\u7406\u89e3<\/strong>\u7684\u5927\u6a21\u578b\u7684\u5fae\u8c03\u80fd\u529b\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u652f\u6301\u4e0d\u540c\u7684\u5bf9\u9f50\u65b9\u6cd5<\/strong>\uff1a\u652f\u6301\u4efb\u610f\u6a21\u6001\u4e0a\u7684\u591a\u79cd\u5bf9\u9f50\u7b97\u6cd5\uff0c\u65e2\u5305\u62ec <strong>SFT\u3001DPO\u3001PPO<\/strong> \u7b49\u7ecf\u5178\u7b97\u6cd5\uff0c\u4e5f\u5305\u62ec <strong>ORPO, SimPO \u548c KTO<\/strong> \u7b49\u65b0\u7b97\u6cd5\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u652f\u6301\u591a\u79cd\u5f00\u3001\u95ed\u6e90\u5bf9\u9f50\u8bc4\u4f30<\/strong>\uff1a\u652f\u6301\u4e86 30 \u591a\u4e2a\u591a\u6a21\u6001\u8bc4\u6d4b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u5305\u62ec\u5982 MMBench\u3001VideoMME \u7b49<strong>\u591a\u6a21\u6001\u7406\u89e3\u8bc4\u6d4b<\/strong>\uff0c\u4ee5\u53ca\u5982 FID\u3001HPSv2 \u7b49<strong>\u591a\u6a21\u6001\u751f\u6210\u8bc4\u6d4b<\/strong>\u3002<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section><strong>\u8bad\u7ec3\u6846\u67b6<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u8bbe\u8ba1\u4e86\u9ad8\u5ea6<strong>\u6a21\u5757\u5316<\/strong>\u3001<strong>\u6269\u5c55\u6027<\/strong>\u4ee5\u53ca<strong>\u7b80\u5355\u6613\u7528<\/strong>\u7684\u5bf9\u9f50\u8bad\u7ec3\u6846\u67b6\uff0c\u652f\u6301\u7531<strong>\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\u3001\u97f3\u9891<\/strong>\u56db\u5927\u57fa\u672c\u6a21\u6001\u884d\u751f\u51fa\u7684<strong>\u4efb\u610f\u6a21\u6001\u6a21\u578b\u5bf9\u9f50\u5fae\u8c03<\/strong>\uff0c\u5e76\u9a8c\u8bc1\u4e86\u6846\u67b6\u5bf9\u9f50\u7b97\u6cd5\u7684<strong>\u5b9e\u73b0\u6b63\u786e\u6027<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ea562c0acd1580e092768f58e9c76a22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ea562c0acd1580e092768f58e9c76a22.png\"><\/a><\/section>\n<section><strong>\u6a21\u5757\u5316<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5bf9\u9f50\u4ee3\u7801\u5b9e\u73b0\u9ad8\u5ea6\u53ef\u590d\u7528\u3002Align-Anything\u00a0\u7684\u8bbe\u8ba1\u601d\u8def\u662f\u6a21\u6001\u4e0e\u7b97\u6cd5\u7684\u89e3\u8026\u5408\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e DPO \u7b97\u6cd5\uff0c\u5176<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u7684\u5b9e\u73b0\u53ef\u88ab\u62bd\u8c61\u4e3a\uff1a\u63d0\u5347 chosen \u7b54\u6848\u7684\u6982\u7387\uff0c\u964d\u4f4e rejected \u7b54\u6848\u7684\u6982\u7387\u3002\u8fd9\u4e00\u601d\u60f3\u662f\u6a21\u6001\u65e0\u611f\u7684\u3002<\/section>\n<section><\/section>\n<section>Align-Anything\u00a0\u5728\u6a21\u6001\u6269\u5c55\u7684\u8fc7\u7a0b\u4e2d\u5c3d\u53ef\u80fd\u5730\u590d\u7528\u4e86\u76f8\u540c\u7684\u6846\u67b6\uff0c\u8fd9\u6837\u65e2\u80fd\u591f\u7a81\u51fa\u4e0d\u540c\u6a21\u6001\u95f4\u7b97\u6cd5\u5b9e\u73b0\u7684\u5dee\u5f02\u6027\uff0c\u4e5f\u4fbf\u4e8e\u7528\u6237\u5728\u65b0\u7684\u6a21\u6001\u4e0a\u6269\u5c55\u7b97\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>\u6269\u5c55\u6027<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u6ce8\u518c\u9ad8\u5ea6\u53ef\u5b9a\u5236\u3002\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u8fed\u4ee3\u65e5\u65b0\u6708\u5f02\uff0c\u65b0\u6a21\u578b\u3001\u65b0\u6570\u636e\u96c6\u5c42\u51fa\u4e0d\u7a77\u3002\u8fd9\u8981\u6c42\u5bf9\u9f50\u6846\u67b6\u5177\u5907\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\uff0c\u4fbf\u4e8e\u7528\u6237\u5feb\u901f\u5730\u5c06\u65b0\u6a21\u578b\u6216\u65b0\u6570\u636e\u96c6\u4ec5\u901a\u8fc7\u51e0\u884c\u4ee3\u7801\u6ce8\u518c\u8fdb\u6846\u67b6\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u65b0\u6570\u636e\u96c6\u7684\u6ce8\u518c\uff0cAlign-Anything\u00a0\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a\u300ctemplate\u300d\u7684\u6570\u636e\u96c6\u952e\u503c\u8f6c\u6362\u89c4\u5219\u3002\u65e0\u8bba prompt \u5bf9\u5e94\u7684\u952e\u540d\u662f\u300cprompt\u300d\u8fd8\u662f\u300cquestion\u300d\uff0c\u65e0\u8bba response \u5bf9\u5e94\u7684\u952e\u540d\u662f\u300cresponse\u300d\u8fd8\u662f\u300canswer\u300d\uff0c\u300ctemplate\u300d\u673a\u5236\u90fd\u652f\u6301\u7528\u6237\u901a\u8fc7\u7b80\u5355\u6784\u5efa<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u89c4\u5219\u7684\u65b9\u5f0f\u5b8c\u6210\u952e\u503c\u89e3\u6790\u548c\u8f6c\u6362\uff0c\u907f\u514d\u7528\u6237\u5355\u72ec\u5b9e\u73b0\u590d\u6742\u7684\u6570\u636e\u9884\u5904\u7406\u4ee3\u7801\u3002<\/section>\n<section><\/section>\n<section><strong>\u6613\u7528\u6027<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u7528\u6237\u6307\u5357\u4e0e\u4ee3\u7801\u4f20\u53c2\u9ad8\u5ea6\u53ef\u590d\u73b0\u3002\u5bf9\u9f50\u7b97\u6cd5\u7684\u8bad\u7ec3\u542f\u52a8\u5f80\u5f80\u6d89\u53ca\u590d\u6742\u7684\u8def\u5f84\u4e0e\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark><\/mark>\u4f20\u9012\uff0c\u800c\u968f\u7740\u6a21\u6001\u6570\u7684\u589e\u591a\uff0c\u7b97\u6cd5\u8bad\u7ec3\u542f\u52a8\u6108\u53d1\u590d\u6742\uff0c\u65b0\u7528\u6237\u5f80\u5f80\u96be\u4ee5\u5feb\u901f\u4e0a\u624b\u3002\u4e3a\u6b64\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u4e3a Align-Anything \u5f00\u53d1\u4e86\u8be6\u5c3d\u7684\u4f7f\u7528\u8bf4\u660e\u6587\u6863\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-535d7114b4f710e34d77b002f5bccd91.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-535d7114b4f710e34d77b002f5bccd91.png\"><\/a><\/p>\n<section>\u8fd9\u4efd\u8bf4\u660e\u6587\u6863\u4e3a\u5df2\u652f\u6301\u6a21\u6001\u7684\u6bcf\u4e2a\u5bf9\u9f50\u7b97\u6cd5\u90fd\u63d0\u4f9b\u4e86\u4e00\u4efd\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u7c98\u8d34\u5e76\u8fd0\u884c\u7684\u542f\u52a8\u811a\u672c\u3002\u793a\u4f8b\u662f\u6700\u597d\u7684\u5165\u95e8\u6559\u7a0b\uff0c\u901a\u8fc7\u8fd0\u884c\u8fd9\u4e9b\u793a\u4f8b\uff0c\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u542f\u52a8\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\uff0c\u5317\u5927\u5bf9\u9f50\u56e2\u961f\u63d0\u4f9b\u4e86\u7ec6\u81f4\u7684\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark><\/mark>\u4f20\u9012\u89c4\u5219\u89e3\u6790\uff0c\u544a\u77e5\u7528\u6237\u6709\u54ea\u4e9b\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark><\/mark>\u53ef\u4f20\u5165\uff0c\u4ee5\u53ca\u5982\u4f55\u4f20\u5165\uff0c\u8fd9\u4e9b\u8bbe\u8ba1\u5c06\u4e3a\u7528\u6237\u8c03\u8bd5\u591a\u6a21\u6001\u5927\u6a21\u578b\u5bf9\u9f50\u5b9e\u9a8c\u63d0\u4f9b\u6781\u5927\u4fbf\u5229\u3002<\/section>\n<section><\/section>\n<section><strong>\u6b63\u786e\u6027<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5728\u4ed6\u4eec\u6784\u9020\u7684\u5168\u6a21\u6001\u5bf9\u9f50\u6570\u636e\u96c6\u4e0a\uff0c\u6d4b\u8bd5\u4e86 Align-Anything \u5728\u591a\u79cd\u6a21\u6001\u7684\u4efb\u52a1\u548c\u6a21\u578b\u4e0a\u7684\u5bf9\u9f50\u8868\u73b0\u3002\u4ed6\u4eec\u53d1\u73b0\u5bf9\u9f50\u7b97\u6cd5\u80fd\u591f\u5927\u5e45\u63d0\u5347\u6a21\u578b\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u5e76\u4e14\u5728\u591a\u79cd\u5f00\u6e90\u699c\u5355\u4e0a\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u8fd9\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u65e2\u5305\u542b\u4e86 LLaVA \u7b49\u7ecf\u5178\u7684\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u4e5f\u6db5\u76d6\u6709\u6700\u65b0\u7531 Meta \u5f00\u6e90\u7684 Chameleon \u7cfb\u5217\u6a21\u578b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-addad8a6eae00e73ed932899449e0f47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-addad8a6eae00e73ed932899449e0f47.png\"><\/a><\/section>\n<ul>\n<li>\n<p>AA-chameleon-7b-base \u6a21\u578b\uff1ahttps:\/\/huggingface.co\/PKU-Alignment\/AA-chameleon-7b-base<\/p>\n<\/li>\n<li>\n<p>AA-chameleon-7b-plus \u6a21\u578b\uff1ahttps:\/\/huggingface.co\/PKU-Alignment\/AA-chameleon-7b-plus<\/p>\n<\/li>\n<\/ul>\n<section>\u9664\u4e86\u6700\u7ecf\u5178\u7684\u56fe\u6587\u6a21\u6001\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u8fd8\u5728\u65f6\u65b0\u7684\u97f3\u9891\u6587\u672c\u6df7\u5408\u6a21\u6001\u4e0a\u8fdb\u884c\u4e86\u5bf9\u9f50\u7684\u6709\u6548\u6027\u9a8c\u8bc1\u3002Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u662f\u622a\u81f3\u76ee\u524d\u6548\u679c\u6700\u597d\u7684\u5f00\u6e90\u97f3\u9891\u6587\u672c\u6df7\u5408\u6a21\u578b\u4e4b\u4e00\uff0c\u5df2\u5728 AIR Bench \u7b49\u591a\u79cd\u7c7b\u578b\u7684\u8bc4\u6d4b\u699c\u5355\u4e0a\u53d6\u5f97 SOTA \u7684\u8868\u73b0\u3002Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u7684\u6280\u672f\u62a5\u544a\u4e2d\u63d0\u5230\u4e86\u5bf9\u9f50\u7b97\u6cd5 DPO \u5728\u540e\u8bad\u7ec3\uff08Post-Training\uff09\u9636\u6bb5\u7684\u91cd\u8981\u4f5c\u7528\uff0c\u7136\u800c\uff0c\u76ee\u524d\u793e\u533a\u5e76\u4e0d\u652f\u6301\u5bf9\u4e8e\u8be5\u6a21\u578b\u7684\u5bf9\u9f50\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5f00\u6e90\u4e86\u9996\u4e2a\u5bf9 Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u7684 DPO \u7b97\u6cd5\u7684\u5b9e\u73b0\uff0c\u5e76\u5728 AIR Bench \u7684\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5728\u97f3\u9891\u6587\u672c\u4e0a\u767e\u5c3a\u7aff\u5934\u66f4\u8fdb\u4e00\u6b65\uff0c\u76f8\u8f83\u4e8e Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u53d6\u5f97\u4e86\u660e\u663e\u7684\u63d0\u5347\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49c4c8460f45ed906f626843769aa779.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49c4c8460f45ed906f626843769aa779.png\"><\/a><\/p>\n<section><strong>\u8bc4\u6d4b\u6846\u67b6<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u9ad8\u5ea6\u89e3\u8026\u5408\u7684\u591a\u6a21\u6001\u5bf9\u9f50\u8bc4\u6d4b\u6846\u67b6\uff0c\u63d0\u4f9b<strong>\u591a\u79cd\u6a21\u6001\u8bc4\u6d4b<\/strong>\uff0c\u652f\u6301<strong>\u591a\u79cd\u63a8\u7406\u540e\u7aef<\/strong>\uff0c\u5177\u6709<strong>\u9ad8\u5ea6\u53ef\u6269\u5c55\u6027<\/strong>\uff0c\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u9700\u6c42\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-432a52b978ee3c5e6ad2fcc337fb1607.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-432a52b978ee3c5e6ad2fcc337fb1607.png\"><\/a><\/p>\n<section><strong>\u591a\u79cd\u6a21\u6001\u8bc4\u6d4b<\/strong><\/section>\n<section><\/section>\n<section>Align-Anything\u00a0\u8bc4\u4f30\u6846\u67b6\u73b0\u5df2\u9002\u914d\u4e86\u8d85\u8fc7 30 \u4e2a\u5e38\u7528<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\uff0c\u6db5\u76d6\u4e86 Text \u21d2 Text\u3001Text + Image \u21d2 Text \u4ee5\u53ca Text \u21d2 Image \u7b49\u6a21\u6001\u7c7b\u522b\u3002\u6b64\u5916\uff0cText + <mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o\/Video \u21d2 Text \u548c Text \u21d2 <mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o\/Video \u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e5f\u5df2\u5b8c\u6210\u5185\u90e8\u5f00\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u8868\u5217\u4e3e\u4e86\u90e8\u5206\u6846\u67b6\u4e2d\u5df2\u7ecf\u9002\u914d\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bca10a8c85805f2ee0db8c143b5c2b74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bca10a8c85805f2ee0db8c143b5c2b74.png\"><\/a><\/p>\n<section><strong>\u591a\u79cd\u63a8\u7406\u540e\u7aef<\/strong><\/section>\n<section><\/section>\n<section>\u8003\u8651\u5230 Transformers \u6846\u67b6\u548c Diffusers \u6846\u67b6\u5bf9\u6a21\u578b\u652f\u6301\u4e4b\u95f4\u7684\u5dee\u5f02\uff0cAlign-Anything\u00a0\u7684\u8bc4\u6d4b\u6846\u67b6\u5c06\u63a8\u7406\u548c\u8bc4\u4f30\u8fc7\u7a0b\u8fdb\u884c\u4e86\u89e3\u8026\u5408\uff0c\u5e76\u652f\u6301\u4f7f\u7528\u4e0d\u540c\u7684\u540e\u7aef\u8fdb\u884c\u63a8\u7406\u3002\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u548c\u591a\u6a21\u6001\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u6846\u67b6\u5206\u522b\u91c7\u7528 Deepspeed \u548c Accelerate \u4f5c\u4e3a\u63a8\u7406\u540e\u7aef\uff0c\u4ee5\u9002\u914d\u4e0d\u540c\u6a21\u578b\u7ed3\u6784\u7684\u63a8\u7406\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0cAlign-Anything\u00a0\u8bc4\u6d4b\u6a21\u5757\u8fd8\u63d0\u4f9b\u4e86\u4f7f\u7528 vLLM \u8fdb\u884c\u63a8\u7406\u7684\u63a5\u53e3\uff0c\u9002\u914d vLLM \u6846\u67b6\u7684\u6a21\u578b\u80fd\u591f\u5728\u8bc4\u6d4b\u4e2d\u5b9e\u73b0\u63a8\u7406\u52a0\u901f\u3002<\/section>\n<section><\/section>\n<section><strong>\u9ad8\u5ea6\u53ef\u6269\u5c55\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u65b9\u4fbf\u96c6\u6210\u81ea\u5b9a\u4e49\u8bc4\u6d4b\u96c6\uff0cAlign-Anything\u00a0\u5bf9\u8bc4\u6d4b\u6846\u67b6\u8fdb\u884c\u4e86\u9ad8\u5ea6\u89e3\u8026\u3002\u8be5\u6846\u67b6\u4e3b\u8981\u7531 DataLoader\u3001Generator \u548c Evaluator \u4e09\u90e8\u5206\u7ec4\u6210\u3002DataLoader \u8d1f\u8d23\u52a0\u8f7d\u548c\u9884\u5904\u7406\u591a\u79cd\u8bc4\u6d4b\u96c6\uff0c\u8f6c\u5316\u4e3a\u9002\u5408\u63a8\u7406\u7684\u6570\u636e\u683c\u5f0f\uff1bGenerator \u8d1f\u8d23\u4f7f\u7528\u4e0d\u540c\u7684\u63a8\u7406\u6846\u67b6\u751f\u6210\u7ed3\u679c\uff1bEvaluator \u5219\u5bf9\u751f\u6210\u7684\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\u5e76\u8f93\u51fa\u8bc4\u5206\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u5f00\u53d1\u8005\u4ec5\u9700\u66f4\u6362\u8bc4\u6d4b\u96c6\uff0c\u800c\u65e0\u9700\u66f4\u6539\u63a8\u7406\u6846\u67b6\u548c\u8bc4\u4f30\u65b9\u5f0f\uff0c\u53ea\u9700\u5c06\u65b0\u7684\u8bc4\u6d4b\u96c6\u9002\u914d\u5230 DataLoader \u4e2d\u5373\u53ef\u5b8c\u6210\u96c6\u6210\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9\u9f50\u7efc\u5408\u793a\u4f8b\uff1a\u6307\u4ee4\u8ddf\u968f\u63d0\u5347<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2e0856a5dca51d96e8b8072422887367.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2e0856a5dca51d96e8b8072422887367.png\"><\/a><\/p>\n<p><strong>\u5168\u6a21\u6001\u4eba\u7c7b\u504f\u597d\u6570\u636e\u96c6\uff1aAlign-Anything<\/strong><\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u96c6\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/PKU-Alignment\/align-anything-400k<\/p>\n<\/li>\n<\/ul>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u540c\u65f6\u53d1\u5e03\u4e86\u9996\u4e2a\u5168\u6a21\u6001\u4eba\u7c7b\u504f\u597d\u6570\u636e\u96c6 Align-Anything\u3002\u4e0e\u4e13\u6ce8\u4e8e\u5355\u4e2a\u6a21\u6001\u4e14\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u7684\u73b0\u6709\u504f\u597d\u6570\u636e\u96c6\u4e0d\u540c\uff0cAlign-Anything \u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5305\u62ec\u4e86\u6df7\u5408\u8f93\u5165\u548c\u8f93\u51fa\u4e2d\u7684\u4efb\u4f55\u6a21\u6001\uff0c\u65e8\u5728\u63d0\u4f9b\u8be6\u7ec6\u7684\u4eba\u7c7b\u504f\u597d\u6ce8\u91ca\u4ee5\u53ca\u7528\u4e8e\u6279\u8bc4\u548c\u6539\u8fdb\u7684\u7cbe\u7ec6\u8bed\u8a00\u53cd\u9988\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u6a21\u6001\u7684\u5168\u9762\u8bc4\u4f30\u548c\u6539\u8fdb\u3002<\/section>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u8be5\u6570\u636e\u96c6\u5177\u6709\u5982\u4e0b\u7279\u5f81\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u5168\u6a21\u6001\u4efb\u52a1<\/strong>\uff1a\u6db5\u76d6\u6307\u4ee4\u8ddf\u968f\u3001\u611f\u6027\u8ba4\u77e5\u3001\u9488\u5bf9\u5185\u5bb9\u63d0\u95ee\u3001\u521b\u610f\u521b\u4f5c\u7b49\u591a\u4e2a\u4efb\u52a1\uff0c\u8986\u76d6\u4efb\u4f55\u8f93\u5165\u8f93\u51fa\u6df7\u5408\u6a21\u6001\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7cbe\u7ec6\u5316\u504f\u597d\u6807\u6ce8<\/strong>\uff1a\u57fa\u4e8e\u6807\u6ce8\u6307\u4ee4\u8ddf\u968f\u3001\u7f8e\u5b66\u6027\u3001\u5ba2\u89c2\u539f\u5219\u7b26\u5408\u6027\u3001\u6e05\u6670\u5ea6\u7b49\u591a\u4e2a\u7ec6\u7c92\u5ea6\u539f\u5219\u8fdb\u884c\u6807\u6ce8\uff0c\u63d0\u4f9b\u590d\u6742\u7cbe\u7ec6\u5316\u504f\u597d\u6807\u6ce8\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u81ea\u7136\u8bed\u8a00\u8bed\u8a00\u53cd\u9988<\/strong>\uff1a\u63d0\u4f9b\u7ec6\u7c92\u5ea6\u6279\u8bc4\u548c\u6da6\u8272\u53cd\u9988\uff0c\u53ef\u5229\u7528\u6b64\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u5f00\u53d1\u7b97\u6cd5\u53ca\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/p>\n<\/li>\n<li>\n<p><strong>\u8de8\u6a21\u6001 QA \u5bf9<\/strong>\uff1a\u8f93\u5165\u8f93\u51fa\u5305\u542b\u6df7\u5408\u6a21\u6001\uff0c\u5728\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u5b9e\u73b0\u66f4\u4e30\u5bcc\u7684\u4ea4\u4e92\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4e0e\u73b0\u6709\u6570\u636e\u96c6\u7684\u5bf9\u6bd4<\/strong><\/section>\n<p>\u6211\u4eec\u7684\u4e16\u754c\u672c\u8d28\u4e0a\u662f\u591a\u6a21\u6001\u7684\u3002\u4eba\u7c7b\u901a\u8fc7\u591a\u79cd\u611f\u5b98<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u4e16\u754c\uff0c<strong><mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark><\/strong>\u4e5f\u5e94\u8be5\u4ee5\u7c7b\u4f3c\u7684\u65b9\u5f0f\u8fd0\u4f5c\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e0d\u540c\u6a21\u6001\u6570\u636e\u7684\u53ef\u7528\u6027\u548c\u591a\u6837\u6027\uff0c<strong>\u5f53\u524d\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b<\/strong>\u7684\u5f00\u53d1\u9762\u4e34\u9650\u5236\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6311\u6218\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u6a21\u6001\u6570\u636e\u4e0d\u5e73\u8861<\/strong>\uff1a\u867d\u7136\u89c6\u89c9\u4efb\u52a1\u6709\u4e30\u5bcc\u7684\u6570\u636e\uff0c\u4f46\u89c6\u9891\u548c\u97f3\u9891\u7b49\u5176\u4ed6\u6a21\u6001\u7684\u6570\u636e\u76f8\u5bf9\u7a00\u7f3a\uff0c\u5e76\u4e14\u7f3a\u4e4f\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u8054\u52a8\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6709\u9650\u7684\u591a\u6a21\u6001\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u5927\u591a\u6570\u73b0\u6709\u6570\u636e\u96c6\u90fd\u96c6\u4e2d\u5728\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u95ee\u7b54\u4efb\u52a1\u4e0a\uff0c\u800c\u7f3a\u4e4f\u4e13\u95e8\u7684\u6570\u636e\u96c6\u6765\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b\u7684<strong>\u6307\u4ee4\u8ddf\u968f<\/strong>\u80fd\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cafa6899a13cb446bb0b12627e650b19.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cafa6899a13cb446bb0b12627e650b19.png\"><\/a><\/section>\n<section>\u8868\u4e2d\u7684\u9996\u9009\u9879\u6ce8\u91ca\u65b9\u6cd5\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>A \u662f\u6307\u6807\u6ce8\u6765\u6e90\uff0c\u5b83\u6307\u793a\u5982\u4f55\u5728\u6570\u636e\u96c6\u4e2d\u786e\u5b9a\u504f\u597d\u9879\u3002\u4e3b\u8981\u662f\u4eba\u5de5\u6ce8\u91ca\u6216\u624b\u52a8\u6784\u5efa\u3001\u7531 GPT-4V \u6216\u5176\u4ed6\u7cfb\u7edf\u7b49\u6a21\u578b\u751f\u6210\u6216\u6ce8\u91ca\uff0c\u6216\u662f\u4ece\u591a\u4e2a\u6765\u6e90\u805a\u5408\u3002\u00a0<\/section>\n<\/li>\n<li>\n<section>S \u8868\u793a\u504f\u597d\u4fe1\u53f7\u7684\u7ec4\u6210\uff0c\u5176\u4e2d\u53ef\u80fd\u5305\u62ec\u8bc4\u5206\u3001\u6392\u540d\u548c\u63a8\u7406\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u9996\u9009\u9879\u662f\u901a\u8fc7\u4f18\u5316\u3001\u66f4\u6b63\u6216\u7834\u574f\u54cd\u5e94\u6765\u6784\u5efa\uff0c\u4ee5\u5f62\u6210\u6240\u9700\u7684\u9996\u9009\u9879\u5bf9\u3002\u00a0<\/section>\n<\/li>\n<li>\n<section>F \u5219\u8868\u793a\u6570\u636e\u96c6\u662f\u5426\u5728\u8fd9\u4e9b\u9996\u9009\u9879\u7ef4\u5ea6\u4e2d\u63d0\u4f9b\u66f4\u8be6\u7ec6\u7684\u7ec6\u7c92\u5ea6\u53cd\u9988\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u901a\u8fc7\u548c\u76ee\u524d\u73b0\u6709\u504f\u597d\u6570\u636e\u96c6\u7684\u5bf9\u6bd4\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u53d1\u73b0\u867d\u7136\u968f\u7740\u5927\u6a21\u578b\u7684\u80fd\u529b\u9010\u6e10\u5411\u8d8a\u6765\u8d8a\u591a\u6a21\u6001\u8fc1\u79fb\uff0c\u76ee\u524d\u504f\u597d\u6570\u636e\u96c6\u5374\u7f3a\u4e4f\u7ec6\u7c92\u5ea6\u7684\u53cd\u9988\u7ef4\u5ea6\u4e14\u6db5\u76d6\u6a21\u6001\u8f83\u5c11\uff0c\u540c\u65f6\u7f3a\u4e4f\u4e00\u4e2a\u5408\u7406\u7684\u7ed3\u6784\u548c\u7ebd\u5e26\uff0c\u5c06\u8de8\u6a21\u6001\u504f\u597d\u6570\u636e\u96c6\u7ec4\u7ec7\u8d77\u6765\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u6570\u636e\u96c6\u7684\u5448\u73b0<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u80fd\u591f\u5e94\u5bf9\u4e0a\u8ff0\u63d0\u5230\u7684\u6311\u6218\uff0c\u5728\u6570\u636e\u96c6\u7684\u6784\u5efa\u9636\u6bb5\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5f00\u521b\u6027\u5730\u5c06\u6570\u636e\u96c6\u7684\u5448\u73b0\u5206\u4e3a\u4e09\u4e2a\u6a21\u5757\uff0c\u901a\u8fc7\u8bed\u8a00\u53cd\u9988\u6807\u6ce8\u4f5c\u4e3a\u5f25\u5408\u6a21\u6001\u4e4b\u95f4\u9e3f\u6c9f\u7684\u6865\u6881\uff0c\u627f\u8f7d\u4efb\u610f\u6a21\u6001\u4e0a\u7684\u4eba\u7c7b\u7ec6\u7c92\u5ea6\u504f\u597d\u53cd\u9988\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Any-to-Any \u8868\u793a\u4efb\u610f\u7c7b\u578b\u7684\u8f93\u5165\u8f93\u51fa\u6a21\u6001\u7684\u53cc\u5411\u8f6c\u6362\u3002<\/section>\n<\/li>\n<li>\n<section>Any-to-Text \u8868\u793a\u4ece\u975e\u6587\u5b57\u6a21\u6001\u7684\u8f93\u5165\u5411\u6587\u5b57\u6a21\u6001\u8f93\u51fa\u7684\u8f6c\u6362\u3002<\/section>\n<\/li>\n<li>\n<section>Text-to-Any \u5219\u4ee3\u8868\u4ece\u6587\u5b57\u6a21\u6001\u5411\u5176\u4ed6\u4efb\u610f\u6a21\u6001\u8fdb\u884c\u7684\u8f6c\u6362\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u4ed6\u4eec\u8fd8\u6f14\u793a\u4e86\u57fa\u4e8e\u591a\u6a21\u6001\u7279\u6027\u4f18\u5316\u6570\u636e\u96c6\u8d28\u91cf\u7684\u591a\u6b65\u9aa4\u6d41\u7a0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68ab9854498575848573011c22ee2d0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68ab9854498575848573011c22ee2d0e.png\"><\/a><\/section>\n<section>\u4ece\u6d41\u7a0b\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u9996\u5148\u8bbe\u8ba1\u9488\u5bf9\u5404\u79cd\u6a21\u6001\u91cf\u8eab\u5b9a\u5236\u7684\u7279\u5f81\uff0c\u6839\u636e\u7279\u5b9a\u7684\u6a21\u6001\u4efb\u52a1\u53ca\u5176\u76f8\u5e94\u7684\u7279\u5f81\uff0c\u4ee5\u4f18\u5316\u90e8\u5206\u8f83\u4f4e\u8d28\u91cf\u7684\u539f\u59cb\u63d0\u793a\uff0c\u4ee5\u5f97\u5230\u6700\u7ec8\u7248\u672c\u7684\u95ee\u9898\uff0c\u540c\u65f6\u4ece\u591a\u4e2a\u6765\u6e90\u6536\u96c6\u56de\u7b54\uff08\u5305\u62ec\u6839\u636e\u7279\u6027\u6784\u9020\u504f\u5e8f\u95ee\u7b54\u5bf9\u3001\u8c03\u7528\u5f00\u6e90\u548c\u95ed\u6e90\u6a21\u578b\u4ee5\u53ca\u4f7f\u7528\u4eba\u5de5\u751f\u6210\u7b54\u6848\uff09\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u7740\u5bf9\u6536\u96c6\u5230\u7684\u95ee\u7b54\u5bf9\u4f7f\u7528\u76ee\u524d SOTA \u95ed\u6e90\u6a21\u578b\u548c\u4e13\u4e1a\u6807\u6ce8\u4eba\u5458\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7684\u504f\u597d\u6807\u6ce8\u3002\u6807\u6ce8\u8fc7\u7a0b\u6db5\u76d6\u5404\u79cd\u7ef4\u5ea6\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u90fd\u6709\u76f8\u5e94\u7684\u504f\u597d\u56de\u7b54\u9009\u9879\u548c\u8bc4\u5206\u6807\u51c6\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u9488\u5bf9\u5404\u4e2a\u6a21\u6001\u4efb\u52a1\u7279\u6027\uff0c\u63d0\u4f9b\u6709\u5173\u56de\u7b54\u7684\u8bed\u8a00\u53cd\u9988\uff08\u5305\u62ec\u6279\u8bc4\u548c\u4f18\u5316\uff09\u3002\u8fd9\u91cc\u7684\u8bed\u8a00\u53cd\u9988\u6d41\u7a0b\u5206\u4e3a\u4e09\u6b65\uff1a\u786e\u5b9a\u6279\u8bc4\u7684\u8303\u56f4\u3001\u5bf9\u76f8\u5e94\u9700\u8981\u6279\u8bc4\u7684\u8303\u56f4\u8fdb\u884c\u53cd\u9988\uff0c\u4ee5\u53ca\u5bf9\u6574\u4e2a\u53cd\u9988\u8fc7\u7a0b\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\u3002\u8fd9\u6837\u7684\u8bed\u8a00\u53cd\u9988\u6d41\u7a0b\u8303\u5f0f\u6355\u83b7\u4e86\u8de8\u6a21\u6001\u7684\u76f4\u63a5\u504f\u597d\u548c\u57fa\u4e8e\u8bed\u8a00\u7684\u53cd\u9988\uff0c\u786e\u4fdd\u5bf9\u54cd\u5e94\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\u548c\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9\u9f50\u7b97\u6cd5\uff1a\u4ece\u5168\u6a21\u6001\u8bed\u8a00\u53cd\u9988\u4e2d\u5b66\u4e60<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u5168\u6a21\u6001\u7684\u7edf\u4e00\u5bf9\u9f50\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u901a\u8fc7\u66f4\u4e30\u5bcc\u7684\u4fe1\u606f\u5185\u5bb9\u5b9e\u73b0\u66f4\u7cbe\u786e\u3001\u7ec6\u7c92\u5ea6\u7684\u5168\u6a21\u6001\u5bf9\u9f50\uff0c\u9700\u8981\u4ece\u6570\u636e\u591a\u6837\u6027\u548c\u53cd\u9988\u673a\u5236\u7edf\u4e00\u6027\u4e24\u4e2a\u65b9\u9762\u6df1\u5165\u63a2\u7d22\u548c\u4f18\u5316\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u4e30\u5bcc\u7684\u5168\u6a21\u6001\u53cd\u9988\u6570\u636e<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f20\u7edf\u5bf9\u9f50\u65b9\u6cd5\u4f9d\u8d56\u5355\u4e00\u6a21\u6001\u6570\u636e\uff0c\u65e0\u6cd5\u6ee1\u8db3\u5168\u6a21\u6001\u6a21\u578b\u5bf9\u9f50\u7684\u590d\u6742\u9700\u6c42\u3002\u9700\u8981\u5f15\u5165\u66f4\u4e30\u5bcc\u548c\u590d\u6742\u7684\u53cd\u9988\u6a21\u6001\uff0c\u5982\u7ed3\u5408\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u4f7f\u53cd\u9988\u5185\u5bb9\u66f4\u52a0\u7acb\u4f53\u548c\u591a\u5143\u5316\u3002\u8fd9\u79cd\u5168\u6a21\u6001\u53cd\u9988\u80fd\u5448\u73b0\u66f4\u591a\u7ef4\u5ea6\u7684\u4fe1\u606f\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u548c\u6355\u6349\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u4e92\u5173\u7cfb\uff0c\u63d0\u9ad8\u5bf9\u9f50\u7684\u7cbe\u51c6\u5ea6\uff1b<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u7edf\u4e00\u7684\u53cd\u9988\u6536\u96c6\u548c\u5904\u7406\u673a\u5236<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5f53\u524d\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u53cd\u9988\u5f62\u5f0f\u4e0d\u7edf\u4e00\uff0c\u5bfc\u81f4\u5bf9\u9f50\u8fc7\u7a0b\u4e2d\u534f\u8c03\u6027\u5dee\u3002\u8bbe\u8ba1\u4e00\u79cd\u901a\u7528\u7684\u53cd\u9988\u5efa\u6a21\u4e0e\u6536\u96c6\u673a\u5236\uff0c\u5141\u8bb8\u4eba\u7c7b\u63d0\u4f9b\u81ea\u7531\u5f62\u5f0f\u7684\u53cd\u9988\uff0c\u65e0\u8bba\u662f\u6587\u5b57\u63cf\u8ff0\u3001\u56fe\u50cf\u6807\u6ce8\u8fd8\u662f\u8bed\u97f3\u6307\u4ee4\u3002\u5f00\u53d1\u9ad8\u6548\u7684\u53cd\u9988\u5904\u7406\u673a\u5236\uff0c\u5c06\u4efb\u610f\u6a21\u6001\u4e0a\u7684\u4eba\u7c7b\u53cd\u9988\u8f6c\u6362\u4e3a\u7ec6\u7c92\u5ea6\u76d1\u7763\u4fe1\u53f7\uff0c\u5bf9\u5168\u6a21\u6001\u7684\u53cd\u9988\u8fdb\u884c\u7edf\u4e00\u5efa\u6a21\u5904\u7406\uff0c\u4f7f\u5176\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u5177\u6709\u4e00\u81f4\u6027\uff1b<\/section>\n<section><\/section>\n<section>\u5982\u4f55\u5229\u7528\u597d\u8bed\u8a00\u53cd\u9988\u7684\u4e30\u5bcc\u4fe1\u606f\u8d4b\u80fd\u5168\u6a21\u6001\u5bf9\u9f50\uff0c\u662f\u5317\u5927\u5bf9\u9f50\u56e2\u961f\u91cd\u70b9\u5173\u6ce8\u7684\u5173\u952e\u79d1\u5b66\u95ee\u9898\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4ece\u8bed\u8a00\u53cd\u9988\u4e2d\u5b66\u4e60\u7684\u8303\u5f0f\uff08<em>Learning from Language Feedback, LLF<\/em>\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c7624ce942061001404c4794b6672eed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c7624ce942061001404c4794b6672eed.png\"><\/a><\/section>\n<section>LLF \u8303\u5f0f\u4e3b\u8981\u5305\u542b\u56db\u5927\u73af\u8282\uff1a<\/section>\n<section><\/section>\n<section>1. \u8bc4\u8bba\u6a21\u578b\u5efa\u6a21\uff1a\u4f7f\u7528<mark data-type=\"concepts\" data-id=\"1786086f-5b63-4eee-b9ed-dad4d64cdc86\">\u4ea4\u53c9\u71b5<\/mark><mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4ee4\u591a\u6a21\u6001\u5927\u6a21\u578b\u62df\u5408\u6570\u636e\u96c6\u4e2d\u7684\u8bed\u8a00\u53cd\u9988\uff0c\u4f5c\u4e3a\u8bc4\u8bba\u6a21\u578b\u3002\u8bad\u7ec3\u5b8c\u6210\u7684\u8bc4\u8bba\u6a21\u578b\u5c06\u5bf9\u8f93\u5165\u7684\u95ee\u7b54\u5bf9\u63d0\u4f9b\u8bc4\u8bba\u3002<\/section>\n<section>2. \u6a21\u578b\u81ea\u63d0\u5347\uff1a\u4ee4\u521d\u59cb\u6a21\u578b\u5728\u7ed9\u5b9a\u597d prompt \u7684\u6570\u636e\u96c6\u4e0a\u751f\u6210\u4e00\u7cfb\u5217 response\uff0c\u518d\u5229\u7528\u8bc4\u8bba\u6a21\u578b\u5bf9\u6b64\u751f\u6210\u7684\u8bc4\u8bba\uff0c\u4ee4\u521d\u59cb\u6a21\u578b\u9488\u5bf9\u81ea\u8eab\u7684 response \u8fdb\u884c\u4fee\u6b63\u3002<\/section>\n<section>3. \u5956\u52b1\u5efa\u6a21\uff1a\u5c06\u4fee\u6b63\u540e\u7684 response \u4e0e\u539f\u5148\u7684 response \u62fc\u63a5\uff0c\u7ec4\u6210\u504f\u5e8f\u5bf9\uff0c\u8fdb\u884c\u5956\u52b1\u5efa\u6a21\uff0c\u6216\u662f DPO \u5fae\u8c03\u3002<\/section>\n<section>4. <mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u5fae\u8c03\uff1a\u57fa\u4e8e\u8bad\u7ec3\u597d\u7684\u5956\u52b1\u6a21\u578b\uff0c\u5b8c\u6210\u5b8c\u6574\u7684<mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u5fae\u8c03\u6d41\u7a0b\u3002<\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5e0c\u671b LLF \u80fd\u591f\u901a\u8fc7\u8bed\u8a00\u53cd\u9988\u63d0\u53d6\u51fa\u66f4\u52a0\u4e30\u5bcc\u7684\u504f\u597d\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u5347\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u4ed6\u4eec\u5df2\u5728\u56fe\u6587\u6a21\u6001\u4e0a\u5c55\u5f00\u4e86\u524d\u671f\u63a2\u7d22\uff0c\u9a8c\u8bc1\u4e86\u8fd9\u5957\u8def\u5f84\u7684\u53ef\u884c\u6027\u3002\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u5c06\u5728\u66f4\u591a\u6a21\u6001\u4e0a\u5b9e\u8df5\u8fd9\u4e00\u8303\u5f0f\uff0c\u9488\u5bf9\u8bed\u8a00\u53cd\u9988\u8d4b\u80fd\u5168\u6a21\u6001\u5bf9\u9f50\u5f00\u5c55\u66f4\u5177\u5b9e\u8bc1\u6027\u7684\u7814\u7a76\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f31e95ff6f8553d24af1997a5f47d91b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f31e95ff6f8553d24af1997a5f47d91b.png\"><\/a><\/section>\n<section><strong>\u57fa\u4e8e\u00a0Align-Anything\u00a0\u6846\u67b6<\/strong><\/section>\n<section><strong>\u5b9e\u73b0\u00a0Llama-3.1 \u7684\u6a21\u6001\u589e\u52a0<\/strong><\/section>\n<section><\/section>\n<section>Align-Anything\u00a0\u63d0\u4f9b\u4e86\u4e00\u5957\u5168\u9762\u7684\u5de5\u5177\u548c\u6559\u7a0b\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u57fa\u4e8e\u00a0Llama\u00a0\u7684\u591a\u6a21\u6001<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002\u9879\u76ee\u63d0\u4f9b\u4e86\u6574\u5408\u89c6\u89c9\uff08CLIP\uff09\u548c\u542c\u89c9\uff08CLAP\uff09\u6a21\u6001\u7684\u8be6\u7ec6\u6559\u7a0b\uff0c\u6db5\u76d6\u4ece\u6a21\u578b\u6784\u5efa\u3001\u5206\u9636\u6bb5\u8bad\u7ec3\u5230\u591a\u6570\u636e\u96c6\u8054\u5408\u8bad\u7ec3\u7684\u9ad8\u7ea7\u6280\u5de7\u3002<\/section>\n<section><\/section>\n<section>\u9879\u76ee\u540c\u65f6\u4e5f\u5f00\u6e90\u4e86\u6784\u5efa\u540e\u7684\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c\u4f7f\u7528\u793a\u4f8b\u3002\u8be5\u5b9e\u4f8b\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u57fa\u4e8e\u81ea\u8eab\u7684\u79c1\u6709\u6570\u636e\u6784\u5efa\u548c\u5b9a\u5236\u591a\u6a21\u6001\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u90e8\u5206\u6d4b\u8bd5\u6837\u4f8b\u7ed3\u679c\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79142e515c371d1b583136d3d5726b39.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79142e515c371d1b583136d3d5726b39.png\"><\/a><\/section>\n<section><strong>\u57fa\u4e8e Align-Anything \u6846\u67b6<\/strong><\/section>\n<section><strong>\u5b9e\u73b0 Chameleon \u5168\u6a21\u6001\u6fc0\u6d3b\u4e0e\u5bf9\u9f50<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u57fa\u4e8e Meta \u7684 Chameleon-7B\uff0c\u4f7f\u7528\u4e86 laion-art \u6570\u636e\u96c6\u6fc0\u6d3b\u4e86 Chameleon \u6a21\u578b\u7684<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u80fd\u529b\uff0c\u5e76\u5f00\u6e90\u4e86\u4ee5\u8fd9\u4e2a\u65b9\u5f0f\u8bad\u7ec3\u5f97\u5230\u7684 AA-Chameleon-7B-Base \u6a21\u578b\u3002\u4ed6\u4eec\u968f\u540e\u4f7f\u7528\u00a0Align-Anything\u00a0\u6570\u636e\u96c6\u7684\u56fe\u6587\u8054\u5408\u6570\u636e\u5bf9\u8be5\u6a21\u578b\u8fdb\u884c\u5bf9\u9f50\uff0c\u5f00\u6e90\u4e86 AA-Chameleon-7B-Plus \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u5317\u5927\u5bf9\u9f50\u5c0f\u7ec4\u4e5f\u5f00\u6e90\u4e86\u9996\u4e2a\u5bf9 Chameleon \u8fdb\u884c\u56fe\u6587\u6a21\u6001\u8f93\u5165 \/ \u8f93\u51fa\u7684 DPO \u4e0e PPO 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