{"id":37088,"date":"2025-01-23T05:00:14","date_gmt":"2025-01-22T21:00:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=37088"},"modified":"2025-01-23T05:00:14","modified_gmt":"2025-01-22T21:00:14","slug":"%e7%94%a8llava%e8%a7%a3%e8%af%bb%e6%95%b0%e4%b8%87%e7%a5%9e%e7%bb%8f%e5%85%83%ef%bc%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%ab%9f%e7%84%b6%e8%87%aa%e5%b7%b1%e6%89%93%e5%bc%80%e4%ba%86%e5%a4%9a%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37088","title":{"rendered":"\u7528LLaVA\u89e3\u8bfb\u6570\u4e07\u795e\u7ecf\u5143\uff0c\u5927\u6a21\u578b\u7adf\u7136\u81ea\u5df1\u6253\u5f00\u4e86\u591a\u6a21\u6001\u667a\u80fd\u9ed1\u76d2"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-07-3\" target=\"_blank\">\u7528LLaVA\u89e3\u8bfb\u6570\u4e07\u795e\u7ecf\u5143\uff0c\u5927\u6a21\u578b\u7adf\u7136\u81ea\u5df1\u6253\u5f00\u4e86\u591a\u6a21\u6001\u667a\u80fd\u9ed1\u76d2<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-27aac1b13da5ba786827fb95a4367a77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-27aac1b13da5ba786827fb95a4367a77.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4e3b\u8981\u4f5c\u8005\u6765\u81eaLMMs-Lab\u56e2\u961f\u4e0e\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\uff0c\u5206\u522b\u662f\u5f20\u607a\u5bb8\u3001\u6c88\u9038\u98de\u3001\u674e\u535a\uff0c\u6307\u5bfc\u8001\u5e08\u4e3aMMLab@NTU\u5218\u5b50\u7eac\u6559\u6388\u3002LMMs-Lab\u662f\u4e00\u4e2a\u7531\u5b66\u751f\uff0c\u7814\u7a76\u4eba\u5458\u548c\u6559\u5e08\u7ec4\u6210\u7684\u56e2\u961f\uff0c\u81f4\u529b\u4e8e\u591a\u6a21\u6001\u6a21\u578b\u7684\u7814\u7a76\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u591a\u6a21\u6001\u6a21\u578b\u7684\u8bad\u7ec3\u4ee5\u53ca\u5168\u9762\u8bc4\u4f30\uff0c\u6b64\u524d\u7684\u5de5\u4f5c\u5305\u62ec\u591a\u6a21\u6001\u6d4b\u8bc4\u6846\u67b6 LMMs-Eval\uff0c\u4ee5\u53ca\u591a\u6a21\u6001\u6a21\u578b LLaVA-OneVision\uff0c\u957f\u89c6\u9891\u7406\u89e3\u6a21\u578bLongVA\u7b49\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-abbef3a0db4858d74930e3e87c962f16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-abbef3a0db4858d74930e3e87c962f16.png\"><\/a><\/p>\n<p><em><sup>\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMMs\uff09\u7ed9\u8bed\u8a00\u6a21\u578b\u88c5\u4e0a\u4e86 \u201c\u773c\u775b\u201d\uff0c\u8ba9 AI \u66f4\u63a5\u8fd1\u901a\u7528\u667a\u80fd\u3002\u4f46\u5b83\u4eec\u7684\u5927\u8111\u91cc\u6bcf\u4e2a\u795e\u7ecf\u5143\u5230\u5e95\u5728\u5e72\u5565\uff1f\u5357\u6d0b\u7406\u5de5\u5927\u5b66 LMMs-Lab \u56e2\u961f\u7528 \u201c\u6a21\u578b\u770b\u6a21\u578b\u201d \u7684\u65b9\u6cd5\uff0c\u6210\u529f\u89e3\u9501\u4e86\u6570\u5341\u4e07\u795e\u7ecf\u5143\u7684\u79d8\u5bc6\u3002<\/sup><\/em><\/p>\n<p>\u4ee5 GPT4V \u4e3a\u4ee3\u8868\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMMs\uff09\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0a\u589e\u52a0\u5982\u540c\u89c6\u89c9\u7684\u591a\u611f\u5b98\u6280\u80fd\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5f3a\u7684\u901a\u7528\u667a\u80fd\u3002\u867d\u7136 LMMs \u8ba9\u4eba\u7c7b\u66f4\u52a0\u63a5\u8fd1\u521b\u9020\u667a\u6167\uff0c\u4f46\u8fc4\u4eca\u4e3a\u6b62\uff0c\u6211\u4eec\u5e76\u4e0d\u80fd\u7406\u89e3\u81ea\u7136\u4e0e\u4eba\u5de5\u7684\u591a\u6a21\u6001\u667a\u80fd\u662f\u5982\u4f55\u4ea7\u751f\u7684\u3002<\/p>\n<p>\u50cf LLaVA \u4e00\u6837\u7684\u5f00\u6e90\u6a21\u578b\u662f\u7406\u89e3\u591a\u6a21\u6001\u667a\u80fd\u7684\u4e00\u4e2a\u5951\u673a\u3002\u4f46\u8fd9\u4e9b\u6a21\u578b\uff08\u5728\u672a\u6765\uff09\u53ef\u80fd\u6bd4\u4eba\u7c7b\u66f4\u52a0\u806a\u660e\uff0c\u5982\u4f55\u53bb\u7406\u89e3\u4ed6\u4eec\u7684\u667a\u529b\u5462\uff1f<strong>\u6765\u81ea\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7684 LMMs-Lab \u56e2\u961f\u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\u662f\uff1a\u95ee\u95ee LLaVA \u81ea\u5df1\u662f\u600e\u4e48\u8bf4\u7684\u3002<\/strong><\/p>\n<p><strong>LMMs-Lab \u56e2\u961f\u4f7f\u7528 LLaVA-OV-72B \u5bf9 LLaVA-NeXT-8B \u4e2d\u7684\u795e\u7ecf\u5143\u8fdb\u884c\u4e86\u81ea\u52a8\u89e3\u8bfb\uff0c\u83b7\u5f97\u4e86\u975e\u5e38\u591a\u6709\u8da3\u7684\u7ed3\u679c\u3002<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u53ef\u89e3\u91ca\u6027\u7684\u7814\u7a76\u662f\u4eba\u5de5\u53bb\u68c0\u67e5\u6bcf\u4e2a\u795e\u7ecf\u5143\u5e76\u4e14\u89e3\u8bfb\u4ed6\u4eec\u7684\u542b\u4e49\u3002\u8fd9\u6837\u7684\u64cd\u4f5c\u5f88\u96be\u62d3\u5c55\u5230\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0a\uff1a\u5176\u4e00\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u795e\u7ecf\u5143\u6570\u91cf\u662f\u4f20\u7edf\u6a21\u578b\u7684\u6210\u767e\u4e0a\u5343\u500d\uff0c\u4eba\u5de5\u68c0\u67e5\u6210\u672c\u8fc7\u4e8e\u9ad8\u6602\uff1b\u5176\u4e8c\uff0c\u6839\u636e\u795e\u7ecf\u79d1\u5b66\u4e2d\u7684\u5206\u5e03\u5f0f\u8868\u793a\u539f\u7406\uff0c\u4e00\u4e2a\u795e\u7ecf\u5143\u53ef\u80fd\u4f1a\u6709\u591a\u4e2a\u542b\u4e49\uff0c\u4e00\u4e2a\u8bed\u4e49\u53ef\u80fd\u5206\u5e03\u5728\u591a\u4e2a\u795e\u7ecf\u5143\u5f53\u4e2d\u3002\u00a0<\/p>\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\uff0cOpenAI \u548c Anthropic \u63d0\u51fa\u4e86\u4f7f\u7528\u7a00\u758f\u81ea\u7f16\u7801\u673a\u6765\u89e3\u79bb\u7279\u5f81\u8868\u793a\uff0c\u6216\u8005\u7528\u66f4\u5927\u7684\u8bed\u8a00\u6a21\u578b\u6765\u89e3\u8bfb\u5c0f\u6a21\u578b\u91cc\u9762\u7684\u795e\u7ecf\u5143\u3002\u6bd4\u5982\u4f7f\u7528 GPT-4 \u89e3\u8bfb GPT-2\u3002\u4f46\u8fd9\u4e9b\u5de5\u4f5c\u5c1a\u672a\u88ab\u5e94\u7528\u5230\u591a\u6a21\u6001\u6a21\u578b\u5f53\u4e2d\uff0c\u56fe\u50cf\u4f5c\u4e3a\u6bd4\u8bed\u8a00\u66f4\u52a0\u81ea\u7136\u7684\u4fe1\u53f7\uff0c\u89e3\u8bfb\u56fe\u50cf\u4e0e\u6587\u5b57\u7684\u4ea4\u4e92\u80fd\u8ba9\u4eba\u4eec\u66f4\u52a0\u7406\u89e3\u667a\u80fd\u7684\u4ea7\u751f\u3002LMMs-Lab \u57fa\u4e8e\u8fd9\u4e9b\u5de5\u4f5c\u5bf9\u4e8e LLaVA-NeXT-8B \u505a\u51fa\u4e86\u521d\u6b65\u7684\u5c1d\u8bd5\uff1a\u4f7f\u7528\u7a00\u758f\u81ea\u7f16\u7801\u673a\uff08SAEs\uff09\u6765\u628a\u591a\u8bed\u4e49\u795e\u7ecf\u5143\u89e3\u79bb\u4e3a\u5355\u8bed\u4e49\u795e\u7ecf\u5143\uff0c\u5e76\u4e14\u7528 LLaVA-OV-72B \u5bf9\u5355\u8bed\u4e49\u795e\u7ecf\u5143\u8fdb\u884c\u81ea\u52a8\u89e3\u91ca\uff0c\u89e3\u91ca\u80fd\u591f\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8e4eb52d80dbdf69376a03ac82024905.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8e4eb52d80dbdf69376a03ac82024905.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1aarxiv.org\/abs\/2411.14982<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1aEvolvingLMMs-Lab\/multimodal-sae: Auto Interpretation Pipeline and many other functionalities for Multimodal SAE Analysis.<\/section>\n<\/li>\n<li>\n<section>5k \u4e2a\u795e\u7ecf\u5143\u89e3\u8bfb\u6837\u4f8b\uff1almms-lab\/llava-sae-explanations-5k\u30fbDatasets at Hugging Face<\/section>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u9879\u76ee\u80fd\u591f\u8ba9\u81ea\u52a8\u6316\u6398\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e2d\u795e\u7ecf\u5143\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u8ba9\u540e\u7eed\u7814\u7a76\u5de5\u4f5c\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u6765\u6539\u53d8\u6a21\u578b\u884c\u4e3a\uff0c\u5305\u62ec\u51cf\u5c11\u5e7b\u89c9\u548c\u589e\u52a0\u5b89\u5168\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a28df289414f753303cfaf2e463d05ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a28df289414f753303cfaf2e463d05ed.png\"><\/a><\/p>\n<p><em><sup>(a) \u628a SAE \u653e\u5728 Llava \u7684\u67d0\u4e00\u5c42\u5e76\u4e14\u5728 Llava-NEXT \u6240\u6709\u6570\u636e\u4e0a\u8bad\u7ec3\uff1b(b) \u627e\u5230\u4e00\u4e2a\u795e\u7ecf\u5143\u7684\u6700\u5927\u6fc0\u6d3b\u7684\u56fe\u7247\u548c\u533a\u57df\uff0c\u8ba9 Llava \u627e\u51fa\u516c\u5171\u70b9\uff1b(c) \u523a\u6fc0\u795e\u7ecf\u5143\u53ef\u4ee5\u6539\u53d8\u6a21\u578b\u884c\u4e3a<\/sup><\/em><\/p>\n<p><strong>\u5177\u4f53\u65b9\u6cd5<\/strong><\/p>\n<p>\u4f7f\u7528 LMMs \u89e3\u91ca LMMs \u5206\u4e3a\u4ee5\u4e0b\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<p><strong>\u6b65\u9aa4\u4e00\uff1a\u7528 SAEs \u83b7\u5f97\u5355\u8bed\u4e49\u795e\u7ecf\u5143<\/strong><\/p>\n<p>SAE \u662f\u4e00\u4e2a\u53ef\u4ee5\u8ffd\u6eaf\u5230 1996 \u5e74\u7684\u7ecf\u5178\u89e3\u91ca\u6027\u7684\u65b9\u6cd5 [1] \uff0c\u5176\u672c\u8d28\u662f\u5bf9\u7279\u5f81\u627e\u5230\u4e00\u7ec4\u4e92\u76f8\u5173\u6027\u5f88\u5c0f\u7684\u57fa\uff0c\u628a\u7279\u5f81\u5206\u89e3\u4e3a\u8fd9\u7ec4\u57fa\u7684\u4e00\u4e2a\u7a00\u758f\u8868\u793a\u3002\u56e0\u4e3a\u57fa\u7684\u4e92\u76f8\u5173\u6027\u5f88\u5c0f\uff0c\u6240\u4ee5\u8fd9\u4e9b\u57fa\u5f88\u53ef\u80fd\u662f\u5355\u8bed\u4e49\u7684\u3002\u8fd9\u7bc7\u6587\u7ae0\u4f7f\u7528\u4e86 OpenAI \u7684\u4e24\u5c42 SAE \u5b9e\u73b0\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-58d68f90fd1d5418dc14c93051c97020.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-58d68f90fd1d5418dc14c93051c97020.png\"><\/a><\/p>\n<p>\u5176\u4e2d z \u662f\u7a00\u758f\u8868\u793a\u4e5f\u662f SAEs \u7684\u795e\u7ecf\u5143\uff0cW_2 \u662f\u4e00\u7ec4\u57fa\u3002<\/p>\n<p><strong>\u6b65\u9aa4\u4e8c\uff1a\u4f7f\u7528 LLaVA \u89e3\u91ca\u5355\u8bed\u4e49\u795e\u7ecf\u5143<\/strong><\/p>\n<p>\u5bf9\u4e8e\u4e0a\u4e00\u6b65\u5f53\u4e2d SAE \u7684\u6bcf\u4e2a\u795e\u7ecf\u5143 z\uff0c\u83b7\u5f97\u8bad\u7ec3\u96c6\u91cc\u9762\u6fc0\u6d3b\u6700\u5927\u7684 K \u5f20\u56fe\u7247\uff0c\u4ee5\u53ca\u6fc0\u6d3b\u6700\u5927\u7684\u56fe\u50cf\u533a\u57df\uff0c\u628a\u8fd9\u4e9b\u56fe\u50cf\u7ed9 LLaVA-OV-72B \u627e\u51fa\u5171\u540c\u70b9\u3002<\/p>\n<p>\u6a21\u578b\u5bf9\u795e\u7ecf\u5143\u751f\u6210\u7684\u89e3\u91ca\uff1a\u70b8\u85af\u6761\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-77d5f72bd9460000bbd7298ee4421346.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-77d5f72bd9460000bbd7298ee4421346.png\"><\/a><\/p>\n<p><strong>\u6b65\u9aa4\u4e09\uff1a\u523a\u6fc0\u5bf9\u5e94\u7684\u795e\u7ecf\u5143<\/strong><\/p>\n<p>\u628a SAE \u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u503c\u8c03\u9ad8\uff0c\u770b\u770b\u6a21\u578b\u5982\u4f55\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-91251cb418a5cb67ed64052993eb46c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-91251cb418a5cb67ed64052993eb46c5.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b4f9744f47a13ef63643fe627b608849.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b4f9744f47a13ef63643fe627b608849.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u65e0\u8bba\u662f\u5426\u5305\u542b\u56fe\u50cf\u8f93\u5165\u6216\u8005\u662f\u7eaf\u6587\u5b57\u8f93\u5165\uff0cLMM \u4e0e LLM \u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u80fd\u591f\u7406\u89e3\u89c6\u89c9\u8f93\u5165\uff0c\u6211\u4eec\u5728\u7a00\u758f\u7f16\u7801\u5668\u7684\u795e\u7ecf\u5143\u4e2d\u4e5f\u627e\u5230\u4e86\u8bb8\u591a\u4e0e LLM \u4e0d\u4e00\u6837\u7684\u5730\u65b9\u3002\u5728\u8fdb\u884c\u795e\u7ecf\u5143\u63a2\u6d4b\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u4e0d\u540c\u4e8e\u5148\u524d\u7684 LLM \u5de5\u4f5c\uff0c\u5f80\u5f80\u6fc0\u6d3b\u6700\u5f3a\u70c8\u7684\u795e\u7ecf\u5143\u5e76\u4e0d\u662f\u4e0e\u9ad8\u5c42\u7ea7\u6982\u5ff5\u76f4\u63a5\u76f8\u5173\u7684\uff0c\u800c\u662f\u8bb8\u591a\u4f4e\u5c42\u7ea7\u7684\u611f\u77e5\u795e\u7ecf\u5143\u3002\u8fd9\u4f53\u73b0\u4e86\u6a21\u578b\u7684\u601d\u8003\u6b65\u9aa4\uff0c\u5148\u770b\u61c2\u7269\u4f53\u662f\u4ec0\u4e48\uff0c\u518d\u53bb\u601d\u8003\u66f4\u9ad8\u5c42\u7ea7\u7684\u62bd\u8c61\u6982\u5ff5\uff0c\u8b6c\u5982\u60c5\u611f\u7b49\u6982\u5ff5\u3002<\/p>\n<p><strong>LMMs \u72ec\u7279\u7684\u795e\u7ecf\u5143<\/strong><\/p>\n<p><strong>\u4f4e\u5c42\u7ea7\u611f\u77e5\u795e\u7ecf\u5143\uff1a\u5bf9\u7ebf\u6761\u5f62\u72b6\u7eb9\u7406\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5399a44a90735fae7ebb32d6afc87c69.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5399a44a90735fae7ebb32d6afc87c69.png\"><\/a><\/p>\n<p><strong>\u7269\u4f53\u795e\u7ecf\u5143<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-47bfdebb22168d2aebe952952f0bfa57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-47bfdebb22168d2aebe952952f0bfa57.png\"><\/a><\/p>\n<p><strong>\u611f\u60c5\u4e0e\u5171\u60c5\u795e\u7ecf\u5143<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u627e\u5230\u4e86\u5f88\u591a\u60c5\u611f\u795e\u7ecf\u5143\uff0c\u5728\u523a\u6fc0\u8fd9\u4e9b\u795e\u7ecf\u5143\u4e4b\u524d\uff0c\u6a21\u578b\u662f\u4e00\u4e2a\u51b0\u51b7\u7684 AI\uff0c\u523a\u6fc0\u8fd9\u4e9b\u795e\u7ecf\u5143\u80fd\u591f\u5f15\u53d1\u6a21\u578b\u7684\u5171\u60c5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2ef606f14dffa009e057742b0441cf9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2ef606f14dffa009e057742b0441cf9.png\"><\/a><\/p>\n<p><strong>\u591a\u6a21\u6001\u4e00\u81f4\u6027\u795e\u7ecf\u5143<\/strong><\/p>\n<p>\u5bf9\u52a8\u4f5c\u573a\u666f\uff0c\u4ee5\u53ca\u5bf9\u5e94\u6587\u5b57\u56fe\u50cf\u90fd\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143\u3002\u4e0b\u56fe\u63cf\u7ed8\u4e86\u5bf9\u4e8e\u5403\u548c hungry \u6587\u5b57\u90fd\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143\uff0c\u8fd9\u6837\u7684\u795e\u7ecf\u5143\u5728\u4eba\u8111\u4e2d\u4e5f\u5b58\u5728 [2] \u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-00fb9bf3c5862b4bd489f47ae064b258.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-00fb9bf3c5862b4bd489f47ae064b258.png\"><\/a><\/p>\n<p><strong>\u5b9a\u4f4d\u6a21\u578b\u9519\u8bef\u539f\u56e0<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e4eb62757a61f5acd00e178cc7765b10.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e4eb62757a61f5acd00e178cc7765b10.png\"><\/a><\/p>\n<p>LMM \u5728\u5b9e\u9645\u5e94\u7528\u4f7f\u5f80\u5f80\u4f1a\u4ea7\u751f\u8bb8\u591a\u5e7b\u89c9\uff0c\u4e0a\u9762\u4fbf\u662f LLaVA-NeXT-8B \u5728\u5b9e\u9645\u573a\u666f\u4e0b\u4ea7\u751f\u5e7b\u89c9\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u56fe\u7247\u4e2d\u5e76\u672a\u6807\u6ce8\u73bb\u5229\u7ef4\u4e9a\u4f46\u6a21\u578b\u4ecd\u65e7\u56de\u7b54\u4e86 \u201cYes\u201d\u3002\u4e3a\u4e86\u7814\u7a76\u4e3a\u4f55\u4ea7\u751f\u8fd9\u4e00\u73b0\u8c61\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u523a\u6fc0\u795e\u7ecf\u5143\u7684\u65b9\u5f0f\u6291\u5236\u8fd9\u4e00\u73b0\u8c61\uff0c\u6211\u4eec\u6548\u4eff\u4e86 [3,4] \u7684\u65b9\u6cd5\u8fdb\u884c\u63a2\u7a76\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-93995f1e64c1ac42a342aad208d4d318.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-93995f1e64c1ac42a342aad208d4d318.png\"><\/a><\/p>\n<p>\u901a\u8fc7\u63a2\u7a76\u53d1\u73b0\uff0c\u9020\u6210\u6a21\u578b\u8f93\u51fa Yes \u7684\u7f6a\u9b41\u7978\u9996\u5e76\u4e0d\u5728\u56fe\u50cf\u7684\u7406\u89e3\u80fd\u529b\u4e0a\uff0c\u6a21\u578b\u80fd\u591f\u5f88\u597d\u7684\u627e\u5230\u9700\u8981\u5173\u6ce8\u7684\u70b9\uff0c\u5e76\u51c6\u786e\u7684\u627e\u5230\u5404\u4e2a\u56fd\u5bb6\u7684\u540d\u5b57\u3002\u7136\u800c\uff0c\u5728\u6587\u5b57\u4e0a\u9762\uff0c\u6211\u4eec\u53d1\u73b0\u6a21\u578b\u8fc7\u5206\u7684\u5173\u6ce8\u4e86 Bolivia \u8fd9\u4e00\u8bcd\uff0c\u5bfc\u81f4\u4e86\u6700\u540e\u7684\u8f93\u51fa\u4ea7\u751f\u5e7b\u89c9\u3002\u901a\u8fc7\u8fd9\u4e00\u63a2\u7a76\uff0c\u6211\u4eec\u601d\u8003\u5982\u4f55\u80fd\u591f\u6291\u5236\u8fd9\u4e00\u5e7b\u89c9\u73b0\u8c61\u5e76\u5c55\u5f00\u4e86\u5b9e\u9a8c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ef93388400df474bb99db94490586fec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ef93388400df474bb99db94490586fec.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-73f28f30cbe401fb69b8cd104a01fc88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-73f28f30cbe401fb69b8cd104a01fc88.png\"><\/a><\/p>\n<p>\u6211\u4eec\u5c55\u793a\u4e86\u4e24\u4e2a\u4f8b\u5b50\u7528\u523a\u6fc0\u795e\u7ecf\u5143\u7684\u65b9\u5f0f\u6210\u529f\u6291\u5236\u4e86\u8fd9\u4e00\u73b0\u8c61\u3002\u6211\u4eec\u5c1d\u8bd5\u6fc0\u6d3b OCR \u76f8\u5173\u7684\u795e\u7ecf\u5143\uff0c\u5f3a\u884c\u8ba9\u6a21\u578b\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u56fe\u50cf\u4e0a\uff0c\u800c\u8fd9\u6210\u529f\u4f7f\u5f97\u6a21\u578b \u201c\u56de\u5fc3\u8f6c\u610f\u201d\uff0c\u4e0d\u518d\u4f9d\u8d56\u6587\u5b57\u7684\u8f93\u51fa\u3002<\/p>\n<p><strong>\u53ef\u80fd\u7684\u5e94\u7528\u4ee5\u53ca\u5c40\u9650\u6027<\/strong><\/p>\n<p>\u56e0\u4e3a\u8fd9\u8d85\u51fa\u4e86\u6587\u7ae0\u7684\u8303\u56f4\uff0c\u8fd9\u7bc7\u6587\u7ae0\u53ea\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5e94\u7528\uff1a\u627e\u5230\u5f15\u8d77\u5e7b\u89c9\u7684\u795e\u7ecf\u5143\u5e76\u7ea0\u6b63\u3002\u5728\u672a\u6765\uff0c\u8fd9\u6837\u7684\u65b9\u6cd5\u53ef\u4ee5\u627e\u51fa\u6a21\u578b\u6709\u5371\u5bb3\u3001\u4e0d\u8bda\u5b9e\u884c\u4e3a\u7684\u539f\u56e0\u5e76\u52a0\u4ee5\u4fee\u6b63\uff0c\u771f\u6b63\u8fbe\u5230\u53ef\u63a7\u7684 AGI\u3002\u4f46\u5230\u8fbe\u8fd9\u4e2a\u76ee\u6807\u8fd8\u6709\u5f88\u591a\u95ee\u9898\u9700\u8981\u4e00\u4e00\u653b\u514b\uff1a<\/p>\n<p>1. \u66f4\u9ad8\u6548\u7684\u81ea\u52a8\u53ef\u89e3\u91ca\u6d41\u7a0b \u2014\u2014 \u7531\u4e8e\u7a00\u758f\u7f16\u7801\u5668\u4e2d\u7684\u795e\u7ecf\u5143\u6570\u91cf\u4f17\u591a\u4e14\u9700\u8981\u7f13\u5b58\u5927\u91cf\u6fc0\u6d3b\u503c\uff0c\u89e3\u91ca\u6240\u6709\u795e\u7ecf\u5143\u5728\u76ee\u524d\u4ee3\u4ef7\u5341\u5206\u9ad8\u6602\u3002<\/p>\n<p>2. \u81ea\u52a8\u6fc0\u6d3b\u795e\u7ecf\u5143\u7684\u6d41\u7a0b \u2014\u2014 \u81ea\u52a8\u4e14\u9ad8\u6548\u5730\u5bfb\u627e\u5e76\u523a\u6fc0\u795e\u7ecf\u5143\u4ece\u800c\u8fbe\u5230\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u7684\u76ee\u7684<\/p>\n<p>3. \u66f4\u51c6\u786e\u7684\u81ea\u52a8\u89e3\u91ca\u6d41\u7a0b \u2014\u2014 \u7531\u4e8e\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0c\u8bb8\u591a\u795e\u7ecf\u5143\u7684\u89e3\u91ca\u5f80\u5f80\u5b58\u5728\u9519\u8bef\uff0c\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u9010\u6e10\u589e\u5f3a\uff0c\u6211\u4eec\u76f8\u4fe1\u8fd9\u4e00\u95ee\u9898\u5c06\u4f1a\u88ab\u6162\u6162\u653b\u514b<\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/p>\n<p><sup><em>[1] Bruno A Olshausen and David J Field. Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nature, 381 (6583):607\u2013609, 1996.<\/em><\/sup><\/p>\n<p><sup><em>[2] R Quian Quiroga, Leila Reddy, Gabriel Kreiman, Christof Koch, and Itzhak Fried. Invariant visual representation by single neurons in the human brain. Nature, 435 (7045):1102\u20131107, 2005.<\/em><\/sup><\/p>\n<p><sup><em>[3] Neel Nanda. Attribution patching: Activation patching at industrial scale. https:\/\/www.neelnanda.io\/mechanistic-interpretability\/attribution-patching,2023.Accessed: 2024-09-30.<\/em><\/sup><\/p>\n<p><em><sup>[4] Adly Templeton, Tom Conerly, Jonathan Marcus, Jack Lindsey, Trenton Bricken, Brian Chen, Adam Pearce, Craig Citro, Emmanuel Ameisen, Andy Jones, Hoagy Cunningham, Nicholas L Turner, Callum McDougall, Monte MacDiarmid, C. Daniel Freeman, Theodore R. Sumers, Edward Rees, Joshua Batson, Adam Jermyn, Shan Carter, Chris Olah, and Tom Henighan. Scaling monosemanticity: Extracting interpretable features from claude 3 sonnet. 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