{"id":366,"date":"2025-04-26T10:12:36","date_gmt":"2025-04-26T01:12:36","guid":{"rendered":"https:\/\/appfreelife.com\/?p=366"},"modified":"2025-04-26T10:12:36","modified_gmt":"2025-04-26T01:12:36","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e6%8e%a2%e8%a8%8e%e3%80%91llms%e8%83%bd%e5%a4%a0%e5%9c%a8%e7%84%a1%e8%a8%93%e7%b7%b4%e4%b8%8b%e7%9c%8b%e8%a6%8b%e8%88%87%e8%81%bd%e8%a6%8b%ef%bc%9f%e5%b0%8dmils","status":"publish","type":"post","link":"https:\/\/appfreelife.com\/?p=366","title":{"rendered":"\u3010\u6df1\u5ea6\u63a2\u8a0e\u3011&#8221;LLMs\u80fd\u5920\u5728\u7121\u8a13\u7df4\u4e0b\u770b\u898b\u8207\u807d\u898b&#8221;\uff1f\u5c0dMILS\u8ad6\u6587\u7684\u8cea\u7591"},"content":{"rendered":"\n<h3 class=\"wp-block-heading jinr-heading d--bold\"><strong>TL;DR<\/strong><\/h3>\n\n\n\n<p>Meta\u63d0\u51fa\u7684 <strong>MILS<\/strong>\uff08Multimodal Iterative LLM Solver\uff09\u4e3b\u5f35\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u5728<strong>\u6c92\u6709\u7d93\u904e\u4efb\u4f55\u591a\u6a21\u614b\u8a13\u7df4<\/strong>\u7684\u60c5\u6cc1\u4e0b\uff0c\u76f4\u63a5\u8655\u7406\u5716\u50cf\u3001\u5f71\u7247\u548c\u97f3\u8a0a\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u6211\u7684\u7d50\u8ad6\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li><strong>MILS\u662f\u4e00\u500b\u5275\u610f\u5341\u8db3\u7684\u63a8\u7406\u512a\u5316\u6280\u8853\uff0c\u9069\u5408\u7528\u4f86\u5c55\u793aLLM\u63a8\u7406\u6f5b\u529b\uff0c\u4f46\u4e0d\u4ee3\u8868LLM\u771f\u6b63\u7372\u5f97\u4e86\u611f\u77e5\u80fd\u529b\u3002<\/strong><\/li>\n\n\n\n<li>\u6574\u500b\u904e\u7a0b<strong>\u5b8c\u5168\u4f9d\u8cf4\u5916\u90e8\u8a13\u7df4\u597d\u7684\u591a\u6a21\u614b\u8a55\u5206\u5668<\/strong>\uff08\u4f8b\u5982CLIP\u3001SigLIP\u7b49\uff09\uff0cLLM\u672c\u8eab\u4e26\u6c92\u6709\u771f\u6b63\u300c\u770b\u5230\u300d\u6216\u300c\u807d\u5230\u300d\u5a92\u9ad4\u5167\u5bb9\u3002<\/li>\n\n\n\n<li>MILS\u7684\u6210\u529f\u4f9d\u8cf4\u65bc\u300c\u53cd\u8986\u8a66\u932f\u52a0\u5206\u6578\u5f15\u5c0e\u300d\u7684\u9ed1\u7bb1\u5f0f\u512a\u5316\uff0c\u800c\u975eLLM\u81ea\u8eab\u7684\u611f\u77e5\u7406\u89e3\u3002<\/li>\n\n\n\n<li>\u96d6\u7136\u907f\u514d\u4e86\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\u7684\u6210\u672c\uff0c\u4f46\u6bcf\u4e00\u6b21\u63a8\u7406\u7684\u904b\u7b97\u958b\u92b7<strong>\u9060\u9ad8\u65bc\u50b3\u7d71\u591a\u6a21\u614b\u6a21\u578b<\/strong>\u3002<\/li>\n\n\n\n<li>\u6211\u7528\u4e00\u500b\u7c21\u55ae\u7684<strong>\u6578\u5b57\u731c\u6e2c\u5be6\u9a57<\/strong>\u6a21\u64ec\u4e86MILS\u7684\u65b9\u6cd5\uff0c\u8b49\u5be6\uff1a\u5373\u4fbf\u5b8c\u5168\u6c92\u6709\u611f\u77e5\u80fd\u529b\uff0c\u900f\u904e\u5927\u91cf\u96a8\u6a5f\u731c\u6e2c\uff0b\u5206\u6578\u56de\u994b\uff0c\u4e5f\u53ef\u4ee5\u9010\u6b65\u903c\u8fd1\u7b54\u6848\uff0c\u4f46\u9019<strong>\u53ea\u662f\u66b4\u529b\u63a8\u7406\u800c\u975e\u771f\u6b63\u7406\u89e3<\/strong>\u3002<br><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\"><strong>1. \u5feb\u901f\u7406\u89e3\uff1aMILS\u7684\u5be6\u969b\u904b\u4f5c\u65b9\u5f0f<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list jinr-list\">\n<li><strong>\u8f38\u5165<\/strong>\uff1a\u4e00\u5f35\u6e2c\u8a66\u5716\u7247\uff08\u6216\u5f71\u7247\/\u97f3\u8a0a\uff09\u3002<br><\/li>\n\n\n\n<li><strong>\u521d\u59cb\u5316<\/strong>\uff1a\u8f09\u5165 30,000 \u689d\u5019\u9078\u63cf\u8ff0\uff0c\u5c0d\u6bcf\u5f35\u5716\u7247\uff0c\u4f7f\u7528 CLIP\uff08\u6216 SigLIP\uff09\u5c0d\u6240\u6709 30K \u63cf\u8ff0\u8a08\u7b97\u76f8\u4f3c\u5ea6\u5206\u6578\uff0c50 \u689d\u9ad8\u5206\u63cf\u8ff0\uff0c\u4f5c\u70ba \u521d\u59cb pool<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5668\uff08GENERATOR\uff09<\/strong>\uff1a\u53c3\u8003pool\u7684\u5167\u5bb9\uff0cLLM\u751f\u6210\u4e00\u6279\uff08\u8ad6\u6587\u4e2d\u70ba 50\u500b\uff09\u5019\u9078\u63cf\u8ff0\u6216\u6307\u4ee4\u3002<br><\/li>\n\n\n\n<li><strong>\u8a55\u5206\u5668\uff08SCORER\uff09<\/strong>\uff1a\u4f7f\u7528SigLIP\u3001ViCLIP\u3001ImageBind\u7b49\u6a21\u578b\uff0c\u8a08\u7b97\u6bcf\u500b\u6587\u672c\u5019\u9078\u8207\u5a92\u9ad4\u4e4b\u9593\u7684\u76f8\u4f3c\u5ea6\u5206\u6578\u3002<br><\/li>\n\n\n\n<li><strong>\u56de\u994b\u5faa\u74b0<\/strong>\uff1a\u5c07\u5206\u6578\u548c\u524d\u5e7e\u540d\u7684\u5019\u9078\u56de\u994b\u7d66LLM\uff0c\u4fc3\u4f7f\u751f\u6210\u66f4\u597d\u7684\u63cf\u8ff0\u3002<br><\/li>\n\n\n\n<li>\u91cd\u8907\u8fed\u4ee3 N \u6b21\uff08\u8ad6\u6587\u4e2d\u70ba10\u6b21\uff09\uff0c\u6700\u5f8c\u4fdd\u7559\u6700\u9ad8\u5206\u7684\u63cf\u8ff0\u3002<br><\/li>\n<\/ol>\n\n\n\n<p>\u6211\u7684\u7406\u89e3\uff0c\u7c21\u55ae\u4f86\u8aaa\uff0c\u9019\u500b\u4f5c\u6cd5\u53ea\u662f\u900f\u904e\u591a\u6b21\u7684\u731c\u6e2c\u8207\u5206\u6578\u5f15\u5c0e\u8b93LLM\u7684\u56de\u7b54\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u5c31\u50cf\u76f2\u4eba\u900f\u904e\u5e7e\u842c\u6b21\u731c\u6e2c\u4e5f\u53ef\u4ee5\u6839\u64da\u53cd\u994b\u731c\u5230\u5716\u7247\u4e0a\u7684\u5167\u5bb9\u662f\u751a\u9ebc\u4e00\u6a23 \u9019\u66f4\u50cf\u662f\u4e00\u7a2e\u900f\u904e\u9ad8\u904b\u7b97\u80fd\u529b\u66b4\u529b\u7834\u89e3\u984c\u76ee\u7684\u7b54\u6848<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\"><strong>2. \u70ba\u4ec0\u9ebc\u6211\u5c0d\u9019\u500b\u6a19\u984c\u6301\u4fdd\u7559\u614b\u5ea6<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\"><strong>2.1 LLM\u5f9e\u672a\u63a5\u89f8\u904e\u4efb\u4f55\u5716\u50cf\u6216\u8072\u97f3\u8cc7\u8a0a<\/strong><\/h3>\n\n\n\n<p>\u6574\u500b\u611f\u77e5\u80fd\u529b\u90fd\u4f86\u81ea\u65bc<strong>\u8a55\u5206\u5668<\/strong>\u3002\u5982\u679c\u79fb\u9664SigLIP\/ImageBind\uff0cLLM\u4ecd\u7136\u662f\u770b\u4e0d\u898b\u3001\u807d\u4e0d\u5230\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\"><strong>2.2 \u6210\u6548\u4f9d\u8cf4\u65bc\u5927\u91cf\u9810\u8a13\u7df4<\/strong><\/h3>\n\n\n\n<p>\u96d6\u7136 LLM \u672c\u8eab\u6c92\u6709\u518d\u505a\u5fae\u8abf\uff0c\u4f46\u6574\u500b\u6d41\u7a0b\u662f\u900f\u904e\u300c\u8a55\u5206 \u2192 \u6539\u5beb \u2192 \u518d\u8a55\u5206\u300d\u7684\u9ed1\u7bb1\u6700\u4f73\u5316\u628a\u56de\u7b54\u5f80\u9ad8\u5206\u65b9\u5411\u641c\u5c0b\uff1b\u771f\u6b63\u627f\u64d4\u611f\u77e5\u8207\u8a9e\u610f\u8a55\u4f30\u7684\u9084\u662f\u9810\u5148\u5927\u91cf\u8a13\u7df4\u7684\u591a\u6a21\u614b\u8a55\u5206\u5668\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\"><strong>2.3 \u96b1\u6027\u7684\u5927\u91cf\u904b\u7b97\u6210\u672c<\/strong><\/h3>\n\n\n\n<p>\u4ee5MILS\u8a2d\u5b9a\u70ba\u4f8b\uff1a<strong>\u521d\u59cb\u5316<\/strong>\u5c31\u8981\u5c0d 30 K \u63cf\u8ff0\u505a\u4e00\u6b21 CLIP \u6253\u5206\uff0c\u7136\u5f8c50\u500b\u5019\u9078\u00d710\u8f2a\uff0c\u7e3d\u5171\u9700\u751f\u6210500\u6b21\u63cf\u8ff0\u3002\u96d6\u7136\u53ef\u4ee5\u6279\u6b21\u8655\u7406\uff0c\u4f46\u5b58\u5728\u300c<strong>\u96b1\u6027\u7684\u5927\u91cf\u904b\u7b97\u6210\u672c<\/strong>\u300d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading jinr-heading d--bold\"><strong>2.4 \u904e\u64ec\u5408\u7684\u98a8\u96aa<\/strong><\/h3>\n\n\n\n<p>\u7531\u65bc\u512a\u5316\u76ee\u6a19\u53ea\u9760\u55ae\u4e00\u5206\u6578\uff0cLLM\u5bb9\u6613\u5b78\u5230<strong>\u8a55\u5206\u5668\u7684\u504f\u597d\u6a21\u5f0f<\/strong>\uff08\u6bd4\u5982\u904e\u5ea6\u4f9d\u8cf4\u984f\u8272\u8a5e\u8a9e\uff09\uff0c\u800c\u4e0d\u662f\u771f\u6b63\u7406\u89e3\u756b\u9762\u5167\u5bb9\u3002<br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\"><strong>3. \u5ef6\u4f38\u95b1\u8b80\u8207\u8cc7\u6e90<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li><strong>\u539f\u8ad6\u6587<\/strong>\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2501.18096\">LLMs Can See and Hear Without Any Training (arXiv:2501.18096)<br><\/a><\/li>\n\n\n\n<li><strong>\u5b98\u65b9\u539f\u59cb\u78bc<\/strong>\uff1a<a href=\"https:\/\/github.com\/facebookresearch\/MILS\">MILS GitHub Repo<br><br><\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\"><strong>\u7d50\u8a9e<\/strong><\/h2>\n\n\n\n<p>\u900f\u904e\u5927\u91cf\u7b97\u529b\u66b4\u529b\u7834\u89e3\u7684\u505a\u6cd5\uff0cMILS \u5c55\u73fe\u51fa\u4e86\u6df1\u5ea6\u5b78\u7fd2\u88e1\u9762\u7684\u9ed1\u7bb1\u53ef\u80fd\u7684\u9762\u8c8c\u4e4b\u4e00\u3002\u5c31\u50cf\u76f2\u4eba\u770b\u4e0d\u5230\u7167\u7247\uff0c\u4f46\u662f\u53ef\u4ee5\u900f\u904e\u5927\u91cf\u731c\u6e2c\u7372\u5f97\u7b54\u6848\uff0c\u4e14\u8a18\u4f4f\u4e86\u7372\u5f97\u9019\u500b\u7b54\u6848\u7684\u53c3\u6578\u3002\u4f46\u9019\u4e0d\u80fd\u8aaa\u660e\u76f2\u4eba\u771f\u7684\u80fd\u770b\u5230\u7167\u7247\u3002\u6240\u4ee5 LLMs \u4e26\u6c92\u6709\u7a81\u7136\u9577\u51fa\u773c\u775b\u548c\u8033\u6735\uff1b\u5b83\u5011\u53ea\u662f\u501f\u7528\u4e86\u8a13\u7df4\u597d\u7684\u591a\u6a21\u614b\u8a55\u5206\u5668\uff0c\u4e26\u4e14\u4ed8\u51fa\u4e86\u5927\u91cf\u904b\u7b97\u6642\u9593\u7684\u4ee3\u50f9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading jinr-heading d--bold\"><strong>\u984d\u5916\u88dc\u5145\uff1a\u6211\u7528\u7c21\u55ae\u6578\u5b57\u731c\u6e2c\u5be6\u9a57\u9032\u884c\u4e86\u9a57\u8b49<\/strong><\/h2>\n\n\n\n<p>\u70ba\u4e86\u9032\u4e00\u6b65\u9a57\u8b49\u9019\u500b\u60f3\u6cd5\uff0c\u6211\u8a2d\u8a08\u4e86\u4e00\u500b\u7c21\u55ae\u7684\u6578\u5b57\u731c\u6e2c\u5be6\u9a57\uff0c\u6a21\u64ec MILS \u8ad6\u6587\u7684\u65b9\u6cd5\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<p>\u8a73\u7d30\u53ef\u4ee5\u53c3\u8003: <a href=\"https:\/\/colab.research.google.com\/drive\/130tann2e7gqu9H1SvlApY-he1ISPuTCE?usp=sharing\">Google Colab<\/a><\/p>\n\n\n\n<p><strong>\u6a21\u64ec\u6b65\u9a5f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list jinr-list\">\n<li>\u96a8\u6a5f\u751f\u6210 30,000 \u500b\u521d\u59cb\u731c\u6e2c\u3002<br><\/li>\n\n\n\n<li>\u9078\u51fa\u8ddd\u96e2\u6b63\u78ba\u7b54\u6848\u6700\u8fd1\u7684 Top50\u3002<br><\/li>\n\n\n\n<li>\u4ee5\u901950\u500b\u6578\u503c\u7684\u6700\u5c0f\u503c\u548c\u6700\u5927\u503c\u4f5c\u70ba\u65b0\u7684\u7bc4\u570d\u3002<br><\/li>\n\n\n\n<li>\u6bcf\u6b21\u5728\u9019\u500b\u7bc4\u570d\u5167\u96a8\u6a5f\u751f\u621050\u500b\u65b0\u731c\u6e2c\uff0c\u9078\u51fa\u65b0\u7684\u6700\u4f73\u731c\u6e2c\uff0c\u4e26\u8abf\u6574\u7bc4\u570d\u3002<br><\/li>\n\n\n\n<li>\u91cd\u890710\u6b21\uff0c\u4e26\u8f38\u51fa\u6700\u7d42\u7684\u6700\u4f73\u731c\u6e2c\u8207\u6b63\u78ba\u7b54\u6848\u7684\u8aa4\u5dee\u767e\u5206\u6bd4\u3002<br><\/li>\n<\/ol>\n\n\n\n<p>\u9019\u500b\u7a0b\u5e8f\u5f88\u597d\u5730\u8b49\u660e\u4e86\u6211\u60f3\u8868\u9054\u7684\u8ad6\u9ede\uff1a<\/p>\n\n\n\n<ul 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Solver\uff09\u4e3b\u5f35\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u5728\u6c92\u6709\u7d93\u904e\u4efb\u4f55\u591a\u6a21\u614b\u8a13\u7df4\u7684\u60c5\u6cc1\u4e0b\uff0c\u76f4\u63a5\u8655\u7406\u5716\u50cf\u3001\u5f71\u7247\u548c\u97f3\u8a0a\u4efb\u52d9\u3002 \u6211\u7684\u7d50\u8ad6\u662f\uff1a 1. \u5feb 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