{"id":37820,"date":"2025-02-05T07:01:24","date_gmt":"2025-02-04T23:01:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=37820"},"modified":"2025-02-05T07:01:24","modified_gmt":"2025-02-04T23:01:24","slug":"%e7%bb%86%e7%b2%92%e5%ba%a6%e5%af%b9%e9%bd%90%e6%97%a0%e9%9c%80%e4%bb%94%e7%bb%86%e6%a0%87%e6%b3%a8%e4%ba%86%ef%bc%81%e6%b7%98%e5%a4%a9%e6%8f%90%e5%87%ba%e8%a7%86%e8%a7%89%e9%94%9a%e5%ae%9a%e5%a5%96","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37820","title":{"rendered":"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-19-2\" target=\"_blank\">\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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>\u6838\u5fc3\u4f5c\u8005\u5305\u62ec\u987e\u7eaa\u8c6a\uff0c\u738b\u745b\u7476\u3002\u5de5\u4f5c\u7531\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u4e3b\u8981\u5b8c\u6210\u3002\u4e3a\u4e86\u5efa\u8bbe\u9762\u5411\u672a\u6765\u7684\u751f\u6d3b\u548c\u6d88\u8d39\u65b9\u5f0f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u5546\u5bb6\u7ecf\u8425\u6548\u679c\uff0c\u6dd8\u5929\u96c6\u56e2\u96c6\u4e2d\u7b97\u529b\u3001\u6570\u636e\u548c\u9876\u5c16\u7684\u6280\u672f\u4eba\u624d\uff0c\u6210\u7acb\u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u3002\u5b9e\u9a8c\u5ba4\u805a\u7126\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u7b49 AI \u6280\u672f\u65b9\u5411\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u5927\u6a21\u578b\u76f8\u5173\u57fa\u7840\u7b97\u6cd5\u3001\u6a21\u578b\u80fd\u529b\u548c\u5404\u7c7b AI Native \u5e94\u7528\uff0c\u5f15\u9886 AI \u5728\u751f\u6d3b\u6d88\u8d39\u9886\u57df\u7684\u6280\u672f\u521b\u65b0\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u89c6\u89c9\u5927\u6a21\u578b\uff08Large Vision Language Models, LVLMs\uff09\u9886\u57df\u7ecf\u5386\u4e86\u8fc5\u731b\u7684\u53d1\u5c55\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u56fe\u50cf\u7406\u89e3\u3001\u89c6\u89c9\u5bf9\u8bdd\u4ee5\u53ca\u5176\u4ed6\u8de8\u6a21\u6001\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u968f\u7740 LVLMs \u590d\u6742\u6027\u548c\u80fd\u529b\u7684\u589e\u957f\uff0c\u300c\u5e7b\u89c9\u73b0\u8c61\u300d\u7684\u6311\u6218\u4e5f\u65e5\u76ca\u51f8\u663e\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6709\u6548\u7f13\u89e3 LVLMs \u4e2d\u7684\u5e7b\u89c9\u73b0\u8c61\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u4ee4\u724c\u7ea7\u504f\u597d\u5bf9\u9f50\u65b9\u6cd5\uff08Token Preference Optimization\uff0cTPO\uff09\uff0c\u9488\u5bf9\u6027\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u80fd\u591f<strong>\u81ea\u6211\u6821\u51c6\u7684\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\u4fe1\u53f7<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u65b9\u6cd5\u9996\u6b21\u5728\u591a\u6a21\u6001\u504f\u597d\u5bf9\u9f50\u9886\u57df\u5b9e\u73b0\u4e86\u81ea\u52a8\u6821\u51c6\u5956\u52b1\uff0c\u4f18\u5316\u6bcf\u4e2a\u4ee4\u724c\u751f\u6210\u65f6\u4e0e\u89c6\u89c9\u4fe1\u606f\u7684\u76f8\u5173\u6027\u3002\u540c\u65f6\uff0c\u5b83\u4e5f\u662f\u591a\u6a21\u6001\u9886\u57df\u9996\u4e2a\u65e0\u9700\u4eba\u5de5\u7ec6\u7c92\u5ea6\u6807\u6ce8\u7684\u4ee4\u724c\u7ea7\u504f\u597d\u4f18\u5316\u65b9\u6cd5\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u6a21\u578b\u7684\u4f18\u5316\u6548\u7387\u548c\u81ea\u52a8\u5316\u6c34\u5e73\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-282705ad6b1d97a590f7af4f6bdcb8f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-282705ad6b1d97a590f7af4f6bdcb8f7.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aToken Preference Optimization with Self-Calibrated Visual-Anchored\u00a0Rewards for Hallucination Mitigation<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\u5355\u4f4d\uff1a\u963f\u91cc\u5df4\u5df4\u6dd8\u5929\u96c6\u56e2 &amp; MBZUAI<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2412.14487<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u80cc\u666f<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u73b0\u5982\u4eca\u7684 DPO \u65b9\u6cd5\u901a\u8fc7\u76f4\u63a5\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\uff0c\u5728\u7f13\u89e3\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548\u3002\u7136\u800c\u5b83\u4ecd\u7136\u9762\u4e34\u4e24\u4e2a\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u7f3a\u5c11\u9ad8\u6548\u548c\u53ef\u6269\u5c55\u7684 token-level \u7684\u5956\u52b1\u4fe1\u53f7<\/strong>\uff1a\u5982\u56fe 1 \u6240\u793a\uff0c\u73b0\u6709\u7684\u591a\u6a21\u6001\u504f\u597d\u5bf9\u9f50\u65b9\u6cd5\u8981\u4e48\u4f7f\u7528 sequence-level \u7684\u5956\u52b1\uff0c\u8981\u4e48\u9700\u8981\u901a\u8fc7\u7ec6\u7c92\u5ea6\u6807\u6ce8\u83b7\u5f97 token- level \u7684\u76d1\u7763\u4fe1\u53f7\u3002\u56e0\u6b64\uff0c\u8bbe\u8ba1\u4e00\u4e2a\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684 token-level \u7684\u76d1\u7763\u4fe1\u53f7\u975e\u5e38\u91cd\u8981\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\u5ffd\u7565\u4e86\u89c6\u89c9\u951a\u5b9a\u7684 tokens\uff08visual-anchored tokens\uff09<\/strong>\u5bf9\u6240\u6709 token \u5206\u914d\u76f8\u540c\u7684\u5956\u52b1\u662f\u4f4e\u6548\u7684\uff0c\u4f9d\u8d56\u89c6\u89c9\u4fe1\u606f\u751f\u6210\u7684 tokens \u66f4\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\u5e76\u9700\u8981\u91cd\u70b9\u5bf9\u5f85\uff08\u5982\u56fe 2 \u4e2d\u7684 glass\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-df47c74dc10cda0d9fc0e074cffda5eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-df47c74dc10cda0d9fc0e074cffda5eb.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1:TPO \u65b9\u6cd5\u548c\u5176\u5b83\u6d88\u9664\u5e7b\u89c9\u7684 DPO \u6539\u8fdb\u65b9\u6cd5\u7684\u5bf9\u6bd4\u3002\u6bd4\u8f83\u4e86\u662f\u5426\u5173\u6ce8\u89c6\u89c9\u951a\u5b9a\u4fe1\u606f\uff0c\u662f\u5426\u751f\u6210 token-level \u7684\u76d1\u7763\u4fe1\u53f7\u548c\u662f\u5426\u9700\u8981\u7ec6\u7c92\u5ea6\u6807\u6ce8\u3002\u6bd4\u8f83\u7684\u65b9\u6cd5\u5305\u62ec DPO\u3001POVID\u3001CSR\u3001RLHF-V\u3001V-DPO \u548c\u8bba\u6587\u4e2d\u7684\u65b9\u6cd5 TPO\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0cTPO \u5177\u6709\u5982\u4e0b\u7279\u70b9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u81ea\u52a8\u8bc6\u522b\u504f\u597d\u6570\u636e\u4e2d\u7684\u89c6\u89c9\u951a\u5b9a token\uff0c\u65e0\u9700\u4eba\u5de5\u7ec6\u7c92\u5ea6\u6807\u6ce8\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6b65\u81ea\u52a8\u5730\u5206\u914d token-level \u7684\u5956\u52b1\uff0c\u8be5\u5956\u52b1\u53ef\u4ee5\u53cd\u6620\u5f53\u524d token \u5bf9\u56fe\u7247\u4fe1\u606f\u7684\u4f9d\u8d56\u7a0b\u5ea6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56fe 2 \u53ef\u89c6\u5316\u4e86 TPO \u8bad\u7ec3\u524d\u540e\u7684 ground truth \u53ca\u6a21\u578b\u56de\u590d\u7684\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u6709\u6548\u5730\u627e\u5230\u4e86\u89c6\u89c9\u951a\u5b9a\u7684 tokens\uff0c\u5e76\u80fd\u591f\u5728\u8bad\u7ec3\u4e4b\u540e\u589e\u5f3a\u6a21\u578b\u5bf9\u89c6\u89c9\u4fe1\u606f\u7684\u5173\u8054\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f86b3cdbfa6104db83644af650b54c0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f86b3cdbfa6104db83644af650b54c0e.png\"><\/a><\/section>\n<section><em><sup>\u56fe 2\uff1a\u4e00\u4e2a\u89c6\u89c9 QA \u5bf9\u7684\u4f8b\u5b50\u4ee5\u53ca TPO \u5bf9\u89c6\u89c9\u4fe1\u606f\u951a\u5b9a\u7a0b\u5ea6\u7684\u6253\u5206\u53ef\u89c6\u5316\uff0c\u4e0a\u9762\u7684\u6846\u662f GT_answer\uff0c\u4e0b\u9762\u7684\u6846\u662f LVLM \u5728\u4f7f\u7528 TPO \u8bad\u7ec3\u524d\u540e\u7684\u56de\u590d\u3002\u5728\u6bcf\u4e00\u4e2a\u6846\u4e2d\uff0c\u4e0a\u65b9\u662f TPO \u8bad\u7ec3\u524d\u7684\u6253\u5206\uff0c\u4e0b\u65b9\u5219\u662f\u8bad\u7ec3\u540e\u7684\u6253\u5206\u3002<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1caf946011167161b5f55677dfadbc36.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1caf946011167161b5f55677dfadbc36.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3:TPO \u7684\u6574\u4f53\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>TPO \u6574\u4f53\u6d41\u7a0b<\/strong><\/section>\n<section><\/section>\n<section>\uff08\u4ee5\u4e0b\u6b65\u9aa4\u4e2d\u7684\u6570\u636e\u5305\u542b\u8f93\u5165 x\uff0c\u56fe\u50cf v \u548c\u6b63\u8d1f\u6837\u672c y_w,y_l\u3002\u5f53\u4e0d\u5f3a\u8c03\u6b63\u6837\u672c\u6216\u8d1f\u6837\u672c\u65f6\uff0c\u7edf\u79f0\u4e3a y.\uff09<\/section>\n<section><\/section>\n<section>1. \u81ea\u6821\u51c6\u7684\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\u751f\u6210<\/section>\n<section>TPO \u901a\u8fc7\u6355\u6349\u5728\u56fe\u50cf\u662f\u5426\u52a0\u566a\u65f6\u6bcf\u4e2a\u751f\u6210 token \u7684\u751f\u6210\u6982\u7387\u5dee\u7684\u53d8\u5316\u6765\u8861\u91cf\u5176\u89c6\u89c9\u951a\u5b9a\u7a0b\u5ea6\uff0c<strong>\u9996\u5148\u5bf9\u8f93\u5165\u56fe\u50cf\u8fdb\u884c\u52a0\u566a\u5904\u7406<\/strong>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a6f6311101e0a50d50878ef96d198690.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a6f6311101e0a50d50878ef96d198690.png\"><\/a><\/section>\n<section>\u8fd9\u91cc \u03b5 \u2208 N(0,1)\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0a1616450cf9a3ec97dd143d0626aac8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0a1616450cf9a3ec97dd143d0626aac8.png\"><\/a> \uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-598be022b4c60e3088a7697ffaee0483.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-598be022b4c60e3088a7697ffaee0483.png\"><\/a>\u662f\u63d0\u524d\u8bbe\u7f6e\u597d\u7684\u566a\u58f0\u53c2\u6570\uff0c\u662f\u542b\u6709 1000 \u4e2a\u5143\u7d20\u5448\u7b49\u5dee\u6570\u5217\u7684\u5217\u8868\u3002k \u4ee3\u8868\u52a0\u566a\u6b65\u6570\u3002<\/section>\n<section><\/section>\n<section><strong>\u5728\u83b7\u5f97\u4e86\u52a0\u566a\u56fe\u50cf\u4e4b\u540e<\/strong>\uff0c<strong>\u8ba1\u7b97<\/strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3232412c958b0306cd18657b249b7cab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3232412c958b0306cd18657b249b7cab.png\"><\/a>\uff0c\u7528\u6765\u53cd\u6620\u6bcf\u4e2a token \u7684\u89c6\u89c9\u951a\u5b9a\u7a0b\u5ea6\u3002\u5b83\u53ef\u4ee5\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6b65\u4e2d\u7684\u81ea\u52a8\u66f4\u65b0\uff0c\u5bf9\u4e8e y \u4e2d\u7684\u6bcf\u4e00\u4e2a token<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f3ac193120955051a2268d57df66552f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f3ac193120955051a2268d57df66552f.png\"><\/a>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d9745218295e9c5ac85c3cc9dc8e67be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d9745218295e9c5ac85c3cc9dc8e67be.png\"><\/a><\/section>\n<section><strong>\u8fdb\u4e00\u6b65\u5730\uff0c\u5728\u6b64\u5f15\u5165\u81ea\u6211\u6821\u51c6\u7684\u8fc7\u7a0b\u83b7\u5f97\u6700\u7ec8\u7684\u76d1\u7763\u4fe1\u53f7<\/strong>\u3002\u8fd9\u4e00\u6b65\u7684\u76ee\u7684\u662f\u4e3a\u6b63\u8d1f\u6837\u672c\u5206\u914d\u76f8\u5e94\u5956\u52b1\u7684\u540c\u65f6\uff0c\u80fd\u591f\u5bf9\u4e8c\u8005\u4e2d\u6240\u6709\u89c6\u89c9\u951a\u5b9a token \u8fdb\u884c\u89c6\u89c9\u4fe1\u606f\u5173\u8054\u5ea6\u7684\u4f18\u5316\u3002\u6700\u7ec8\u7684\u89c6\u89c9\u76d1\u7763\u4fe1\u53f7\u88ab\u5b9a\u4e49\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b6f7f1a309417c268a7304e82bde7525.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b6f7f1a309417c268a7304e82bde7525.png\"><\/a><\/section>\n<section>\u901a\u8fc7 sigmoid \u5f52\u4e00\u5316\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-21c7651cb991f433676df8cf2aa8e9a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-21c7651cb991f433676df8cf2aa8e9a1.png\"><\/a>\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u5bf9\u4e8e\u6b63\u6837\u672c\uff0c\u76d1\u7763\u4fe1\u53f7 c \u968f s \u7684\u589e\u5927\u800c\u589e\u5927\uff0c\u5bf9\u4e8e\u8d1f\u6837\u672c\u5219\u76f8\u53cd\u3002\u7531\u4e8e\u5f53\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-032eae9954f906cdd8fad956aee1c7e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-032eae9954f906cdd8fad956aee1c7e0.png\"><\/a>\u00a0\u65f6\uff0c\u8be5 token \u6ca1\u6709\u951a\u5b9a\u89c6\u89c9\u4fe1\u606f\uff0c\u65e0\u76d1\u7763\u4fe1\u53f7\uff0c\u6b64\u65f6\u8bbe\u7f6e a=0.5, s=0\uff0c\u5219 c=1\uff0c\u76d1\u7763\u4fe1\u53f7\u5c06\u4e0d\u53d1\u6325\u4f5c\u7528\u3002<\/section>\n<section><\/section>\n<section><strong>TPO \u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u83b7\u5f97\u4e86\u81ea\u6821\u51c6\u7684\u89c6\u89c9\u951a\u5b9a\u4fe1\u53f7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ae7aff20636311818ad109a9277b862b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ae7aff20636311818ad109a9277b862b.png\"><\/a>\u4e4b\u540e\uff0c\u53ef\u4ee5\u6839\u636e DPO \u65b9\u5f0f\u5b9a\u4e49\u65b0\u7684<strong>\u89c6\u89c9\u951a\u5b9a\u5206\u5e03<\/strong>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-23007ffab67b91528463a959ff7ce9bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-23007ffab67b91528463a959ff7ce9bb.png\"><\/a><\/section>\n<section>\u5219\u53cd\u9988\u51fd\u6570\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e88d6fac4fe1a5e4bf623a7c0d1f132c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e88d6fac4fe1a5e4bf623a7c0d1f132c.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f5778feac52854aff35ca990ca954b49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f5778feac52854aff35ca990ca954b49.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6087f700bac6cda34bbd991c76194cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6087f700bac6cda34bbd991c76194cb.png\"><\/a>\u5206\u522b\u4ee3\u8868\u6765\u81ea policy \u6a21\u578b\u548c reference \u6a21\u578b\u7684\u53cd\u9988\u4fe1\u53f7\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u76f8\u5bf9\u4e8e\u539f\u59cb\u7684 DPO\uff0c\u8be5\u56e2\u961f\u5728\u6b64\u57fa\u7840\u4e0a\u4e3a\u6bcf\u4e00\u4e2a token \u52a0\u5165\u4e86\u76d1\u7763\u4fe1\u53f7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9bc880fa4f6ba18961bd97f2ff78a33f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9bc880fa4f6ba18961bd97f2ff78a33f.png\"><\/a>\uff0c\u800c\u4e14<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f0e6254c3ddda6354a0cefe8cf688fb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f0e6254c3ddda6354a0cefe8cf688fb4.png\"><\/a>\u53ef\u4ee5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u4e2a step \u4e2d\u8fed\u4ee3\uff0c\u8fbe\u5230\u81ea\u6211\u6821\u51c6\u7684\u76ee\u7684\u3002<\/section>\n<section><\/section>\n<section>TPO \u5728\u53cd\u9988\u51fd\u6570\u4e2d\u5f15\u5165\u4e86<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0b14ff4f701d3337a2f1fe5ce7e3906b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0b14ff4f701d3337a2f1fe5ce7e3906b.png\"><\/a>\uff0c\u8be5\u9879\u53ef\u4ee5\u63a8\u5bfc\u51fa\u5408\u7406\u7684\u4e0a\u4e0b\u754c\u3002\u7531\u4e8e\u6b63\u8d1f\u6837\u672c\u4e0d\u540c\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cf3b45d3d249b930038b0a90a582f713.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cf3b45d3d249b930038b0a90a582f713.png\"><\/a>\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u8ba9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-51b5cbcb664baa5ef2a626c5af979bce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-51b5cbcb664baa5ef2a626c5af979bce.png\"><\/a>\u4e0d\u65ad\u589e\u5927\uff0c\u8ba9\u6a21\u578b\u8f93\u51fa\u951a\u5b9a\u66f4\u591a\u7684\u89c6\u89c9\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\u5f97\u5230 TPO \u7684\u4f18\u5316\u76ee\u6807\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-681fe4054a29fc919b2621c45ccdc225.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-681fe4054a29fc919b2621c45ccdc225.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u7840\u6a21\u578b\uff1aLLaVA-1.5\uff087B\uff09\/\uff0813B\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\uff1aRLHF-V\uff085k\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>Benchmark\uff1a\u5e7b\u89c9\u8bc4\u6d4b\u96c6 AMBER\u3001MMHal\u3001HallusionBench\uff0c\u901a\u7528\u8bc4\u6d4b\u96c6 SeedBench\u3001MMBench\u3001LLaVA-Bench \u53ca MM-Vet\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e3b\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-43e6c12cd757f9d2a009549169584312.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-43e6c12cd757f9d2a009549169584312.png\"><\/a><\/section>\n<section><em><sup>\u56fe 4\uff1a\u5404\u79cd\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5728 LLaVA-1.5 \u4e0a\u6d4b\u8bd5\u7684\u5728\u5e7b\u89c9\u548c\u901a\u7528 benchmarks \u4e0a\u7684\u5b9e\u9a8c\u6548\u679c\uff0c\u5176\u4e2d POVID \u548c CSR \u65b9\u6cd5\u7684\u7ed3\u679c\u662f\u6839\u636e\u5f00\u6e90\u7684\u6a21\u578b\u6743\u91cd\u6d4b\u8bd5\u7684\u6548\u679c\uff0cV-DPO \u7684\u7ed3\u679c\u6765\u81ea\u8be5\u6587\u7ae0\u7684\u7ed3\u679c\u3002<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<ul>\n<li>\n<section>TPO \u5728 LLaVA-1.5\uff087B\uff09\/\uff0813B\uff09\u6a21\u578b\u4e0a\u5747\u5e26\u6765\u975e\u5e38\u663e\u8457\u7684\u5e7b\u89c9\u7f13\u89e3\u6548\u679c\uff0c\u5728\u5927\u90e8\u5206\u5e7b\u89c9\u6307\u6807\u4e0a\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u504f\u597d\u5bf9\u9f50\u5e7b\u89c9\u7f13\u89e3\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728 HallusionBench \u4e2d\uff0ceasy \u4ee3\u8868\u57fa\u4e8e\u539f\u56fe\u95ee\u7b54\uff0chard \u4ee3\u8868\u57fa\u4e8e\u4eba\u5de5\u7f16\u8f91\u7684\u53cd\u4e8b\u5b9e\u56fe\u7247\u95ee\u7b54\u3002\u6211\u4eec\u7684\u65b9\u76f8\u8f83\u4e8e\u521d\u59cb\u6a21\u578b\u5728 hard \u95ee\u9898\u4e0a\u53d6\u5f97\u4e86\u66f4\u663e\u8457\u7684\u63d0\u9ad8\uff0c\u8bf4\u660e\u5728 TPO \u540e\uff0c\u7b54\u6848\u751f\u6210\u66f4\u4f9d\u8d56\u4e8e\u89c6\u89c9\u4fe1\u606f\u800c\u975e\u8bed\u8a00\u6a21\u578b\u5148\u9a8c\u77e5\u8bc6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<ul>\n<li>\n<section>\u56fe\u50cf\u52a0\u566a\u7684 steps \u6570\u91cf\uff1a\u5982\u56fe 5 \u663e\u793a\uff0c\u52a0\u566a\u6b65\u6570\u8bbe\u7f6e\u4e3a 500 \u6700\u4f18\u3002<\/section>\n<\/li>\n<li>\n<section>\u5956\u52b1\u81ea\u6821\u51c6\u4e2d\u7684 a: a=0.5 \u6700\u4f18\uff0c\u5373\u5f53 s=0 \u65f6\uff0cc=1 \u65f6\uff0c\u4e0d\u5206\u914d\u5956\u52b1\u4fe1\u53f7\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2922b4914e592582d7e1d42c25718cc1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2922b4914e592582d7e1d42c25718cc1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5: \u5404\u6307\u6807\u968f\u7740\u52a0\u5165\u566a\u58f0\u6b65\u6570\u548c\u53c2\u6570 a \u7684\u53d8\u5316\u8d8b\u52bf<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5956\u52b1\u5206\u914d\u65b9\u5f0f\uff1a\u53ea\u4e3a\u6b63\u6837\u672c\u6216\u8d1f\u6837\u672c\u5355\u72ec\u5f15\u5165 TPO \u7684\u5956\u52b1\uff0c\u4e5f\u53ef\u53d6\u5f97\u8f83\u4f18\u7684\u5bf9\u9f50\u6548\u679c\uff0c\u4f46\u540c\u65f6\u5206\u914d\u83b7\u5f97\u6700\u4f18\u8868\u73b0\u3002\u8c03\u6362\u6b63\u8d1f\u6837\u672c\u4e2d token \u83b7\u53d6\u7684\u5956\u52b1\u548c\u5176\u89c6\u89c9\u951a\u5b9a\u7a0b\u5ea6\u7684\u76f8\u5173\u6027\uff0cTPO \u8868\u73b0\u53d8\u5dee\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-15c2a09edb2a2c0a9e9037cd4ab7b3e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-15c2a09edb2a2c0a9e9037cd4ab7b3e0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 6: \u6d88\u878d\u5b9e\u9a8c<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>\u5206\u6790\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Attention \u5206\u6790\uff1a\u56fe 7 \u5c55\u793a\u4e86\u5728 TPO \u8bad\u7ec3\u524d\u540e\uff0c\u6a21\u578b\u56de\u590d\u4e2d\u6bcf\u4e2a token \u5bf9\u56fe\u50cf token \u7684 attention \u5206\u6570\u52a0\u548c\u7684\u5206\u5e03\u3002\u53ef\u4ee5\u770b\u5230\uff0cTPO \u8bad\u7ec3\u53ef\u4ee5\u62c9\u9ad8\u6a21\u578b\u56de\u590d\u5bf9\u56fe\u50cf\u4fe1\u606f\u7684\u5173\u8054\u7a0b\u5ea6\uff0c\u951a\u5b9a\u66f4\u591a\u56fe\u50cf\u4fe1\u606f\uff0c\u8fdb\u800c\u7f13\u89e3\u5e7b\u89c9\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5613886671fcda38fdf60c6e3957c643.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5613886671fcda38fdf60c6e3957c643.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7:attention weights \u5bf9\u6bd4\u56fe\uff0c\u5de6\u8fb9\u84dd\u8272\u7684\u662f\u8bad\u7ec3\u524d\u6a21\u578b\u56de\u7b54\u9519\u8bef\u7684\u56de\u590d\uff0c\u53f3\u8fb9\u7ea2\u8272\u7684\u662f\u8bad\u7ec3\u540e\u6a21\u578b\u56de\u7b54\u6b63\u786e\u7684\u56de\u590d\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5956\u52b1\u81ea\u6821\u51c6\u5206\u6790\uff1a\u56fe 8 \u5c55\u793a\u4e86\u6b63\u8d1f\u6837\u672c\u7684\u76d1\u7763\u4fe1\u53f7 c \u968f\u8bad\u7ec3 step \u7684\u53d8\u6362\uff0c\u8bc1\u660e\u4e86 TPO \u5728\u4e0d\u65ad\u81ea\u6211\u6821\u51c6\u5956\u52b1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8ba9\u6a21\u578b\u9010\u6e10\u5173\u6ce8\u5230\u66f4\u591a\u7684\u56fe\u50cf\u4fe1\u606f\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-536c6db6e504b0bb9c8205252c3cb1b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-536c6db6e504b0bb9c8205252c3cb1b1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 8: \u6b63\u8d1f\u6837\u672c\u7684 c \u968f\u8bad\u7ec3 step \u5f97\u53d8\u5316\u8fc7\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u5c06\u6301\u7eed\u6df1\u8015\u5f3a\u5316\u5b66\u4e60\u9886\u57df\uff0c\u4e3a\u89e3\u51b3\u591a\u6a21\u6001\u5e7b\u89c9\u95ee\u9898\u8d21\u732e\u529b\u91cf\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-19-2\" target=\"_blank\">\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68],"class_list":["post-37820","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=37820\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=37820\",\"url\":\"https:\/\/17aitech.com\/?p=37820\",\"name\":\"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=37820#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=37820#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png\",\"datePublished\":\"2025-02-04T23:01:24+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=37820#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=37820\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=37820#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=37820#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=37820","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=37820","url":"https:\/\/17aitech.com\/?p=37820","name":"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=37820#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=37820#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png","datePublished":"2025-02-04T23:01:24+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=37820#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=37820"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=37820#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea61ea47a2e2ca063ad93c6b9ce7cb5f.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=37820#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u65e0\u9700\u4ed4\u7ec6\u6807\u6ce8\u4e86\uff01\u6dd8\u5929\u63d0\u51fa\u89c6\u89c9\u951a\u5b9a\u5956\u52b1\uff0c\u81ea\u6211\u6821\u51c6\u5b9e\u73b0\u591a\u6a21\u6001\u5bf9\u9f50"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37820","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=37820"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37820\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}