{"id":5402,"date":"2024-12-24T12:16:21","date_gmt":"2024-12-24T04:16:21","guid":{"rendered":"https:\/\/nullthought.net\/?p=5402"},"modified":"2025-02-23T11:08:36","modified_gmt":"2025-02-23T03:08:36","slug":"%e5%a4%a7%e5%9e%8b%e6%a6%82%e5%bf%b5%e6%a8%a1%e5%9e%8b%ef%bc%88large-concept-models-lcm%ef%bc%89%ef%bc%9a%e5%9c%a8%e8%af%ad%e8%a8%80%e4%b8%8e%e6%a8%a1%e6%80%81%e6%97%a0%e5%85%b3%e7%9a%84%e5%b5%8c","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5402","title":{"rendered":"\u5927\u578b\u6982\u5ff5\u6a21\u578b\uff08Large Concept Models, LCM\uff09\uff1a\u5728\u8bed\u8a00\u4e0e\u6a21\u6001\u65e0\u5173\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6982\u5ff5\u7ea7\u63a8\u7406"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/ai.meta.com\/research\/publications\/large-concept-models-language-modeling-in-a-sentence-representation-space\/\" target=\"_blank\" rel=\"noreferrer noopener\">Large Concept Models: Language Modeling in a Sentence Representation Space<\/a><\/strong>\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u578b\u8bed\u8a00\u6a21\u578b\u2014\u2014<strong>\u5927\u578b\u6982\u5ff5\u6a21\u578b\uff08LCM\uff09<\/strong>\uff0c\u8be5\u6a21\u578b\u5728\u8bed\u8a00\u548c\u6a21\u6001\u65e0\u5173\u7684\u9ad8\u5c42\u8bed\u4e49\u8868\u793a\uff08\u201c\u6982\u5ff5\u201d\uff09\u7a7a\u95f4\u4e2d\u8fdb\u884c\u63a8\u7406\u548c\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aThe LCM team, Lo\u00efc Barrault, Paul-Ambroise Duquenne, Maha Elbayad, Artyom Kozhevnikov, Belen Alastruey, Pierre Andrews, Mariano Coria, Guillaume Couairon, Marta R. Costa-juss\u00e0, David Dale, Hady Elsahar, Kevin Heffernan, Jo\u00e3o Maria Janeiro, Tuan Tran, Christophe Ropers, Eduardo S\u00e1nchez, Robin San Roman, Alexandre Mourachko, Safiyyah Saleem, Holger Schwenk\uff0c\u5747\u6765\u81eaMeta\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"502\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-16.png\" alt=\"\" class=\"wp-image-5403\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-16.png 1000w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-16-300x151.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-16-768x386.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/ai.meta.com\/research\/publications\/large-concept-models-language-modeling-in-a-sentence-representation-space\/\" target=\"_blank\" rel=\"noreferrer noopener\">Large Concept Models: Language Modeling in a Sentence Representation Space<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e00\u3001\u80cc\u666f\u4e0e\u7814\u7a76\u52a8\u673a<\/strong><\/h5>\n\n\n\n<p>\u5f53\u524d\u7684<strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09<\/strong>\uff08\u5982GPT\u3001Llama\u3001Bloom\u7b49\uff09\u4f9d\u8d56\u4e8eTransformer\u67b6\u6784\uff0c\u901a\u5e38\u57fa\u4e8e\u5b50\u8bcd\u6216\u5355\u8bcd\u7ea7\u522b\u8fdb\u884c\u751f\u6210\u548c\u9884\u6d4b\u3002\u7136\u800c\uff0c\u4e0e\u4eba\u7c7b\u8bed\u8a00\u5904\u7406\u7684\u65b9\u5f0f\u76f8\u6bd4\uff0c\u8fd9\u79cd\u67b6\u6784\u5b58\u5728\u4ee5\u4e0b\u4e0d\u8db3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7f3a\u4e4f\u591a\u5c42\u6b21\u62bd\u8c61\u80fd\u529b<\/strong>\uff1a\u4eba\u7c7b\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5f80\u5f80\u5148\u8fdb\u884c\u9ad8\u5c42\u6b21\u89c4\u5212\uff0c\u7136\u540e\u518d\u9010\u6b65\u7ec6\u5316\u3002\u4f8b\u5982\uff0c\u5728\u51c6\u5907\u6f14\u8bb2\u6216\u5199\u4f5c\u65f6\uff0c\u5148\u5f62\u6210\u5927\u7eb2\uff0c\u7136\u540e\u6269\u5c55\u7ec6\u8282\u3002\u800c\u73b0\u6709LLMs\u4ec5\u9690\u5f0f\u5730\u5b66\u4e60\u5c42\u6b21\u7ed3\u6784\uff0c\u65e0\u6cd5\u663e\u5f0f\u8fdb\u884c\u62bd\u8c61\u63a8\u7406\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u548c\u8bed\u8a00\u4f9d\u8d56<\/strong>\uff1a\u73b0\u6709LLMs\u5f80\u5f80\u9700\u8981\u5927\u91cf\u6570\u636e\uff0c\u5e76\u4e14\u6a21\u578b\u5728\u4e0d\u540c\u8bed\u8a00\u548c\u6a21\u6001\u4e4b\u95f4\u7684\u8fc1\u79fb\u6210\u672c\u8f83\u9ad8\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u4e4f\u957f\u6587\u672c\u7684\u5c42\u6b21\u5316\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\u5904\u7406\u957f\u6587\u672c\u65f6\uff0c\u73b0\u6709LLMs\u901a\u5e38\u9762\u4e34\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u7684\u9650\u5236\uff0c\u5bfc\u81f4\u6a21\u578b\u96be\u4ee5\u6355\u6349\u957f\u6587\u672c\u4e2d\u7684\u903b\u8f91\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u7814\u7a76\u52a8\u673a<\/strong>\uff1a\u8be5\u7814\u7a76\u65e8\u5728\u8bbe\u8ba1\u4e00\u79cd\u65b0\u578b\u8bed\u8a00\u6a21\u578b\u2014\u2014<strong>\u5927\u578b\u6982\u5ff5\u6a21\u578b\uff08LCM\uff09<\/strong>\uff0c\u901a\u8fc7\u5728<strong>\u8bed\u8a00\u4e0e\u6a21\u6001\u65e0\u5173\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6982\u5ff5\u7ea7\u63a8\u7406<\/strong>\uff0c\u514b\u670d\u4e0a\u8ff0\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u6838\u5fc3\u8d21\u732e<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u6982\u5ff5\u5efa\u6a21<\/strong><\/h6>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6982\u5ff5\u7684\u5b9a\u4e49<\/strong>\uff1a\u5728LCM\u4e2d\uff0c\u201c\u6982\u5ff5\u201d\u88ab\u5b9a\u4e49\u4e3a\u62bd\u8c61\u7684\u8bed\u4e49\u5355\u5143\u3002\u4e00\u4e2a\u6982\u5ff5\u53ef\u4ee5\u662f\u4e00\u4e2a\u53e5\u5b50\uff08\u6587\u672c\uff09\u6216\u5bf9\u5e94\u7684\u8bed\u97f3\u5355\u5143\u3002\u8fd9\u79cd\u8868\u793a\u6bd4\u5355\u8bcd\u7ea7\u522b\u66f4\u63a5\u8fd1\u4eba\u7c7b\u7684\u8bed\u8a00\u5904\u7406\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u4f7f\u7528SONAR\u5d4c\u5165\u7a7a\u95f4<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>SONAR\u662f\u4e00\u79cd\u9ad8\u7ef4\u53e5\u5b50\u5d4c\u5165\u7a7a\u95f4\uff0c\u652f\u6301200\u79cd\u8bed\u8a00\u6587\u672c\u548c76\u79cd\u8bed\u8a00\u8bed\u97f3\u7684\u7f16\u7801\/\u89e3\u7801\u3002<\/li>\n\n\n\n<li>SONAR\u901a\u8fc7\u53bb\u566a\u81ea\u7f16\u7801\u5668\u548c\u673a\u5668\u7ffb\u8bd1\u76ee\u6807\u8fdb\u884c\u8bad\u7ec3\uff0c\u5177\u6709\u8bed\u4e49\u5bf9\u9f50\u7684\u7279\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u65b0\u578b\u8bed\u8a00\u5efa\u6a21\u67b6\u6784<\/strong><\/h6>\n\n\n\n<p>LCM\u6452\u5f03\u4e86\u4f20\u7edf\u7684\u57fa\u4e8e\u5355\u8bcd\u9884\u6d4b\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u76f4\u63a5\u5728SONAR\u53e5\u5b50\u5d4c\u5165\u7a7a\u95f4\u4e2d\u8fdb\u884c\u5efa\u6a21\u3002\u8fd9\u79cd\u65b9\u5f0f\u7684\u4e3b\u8981\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u6001\u65e0\u5173<\/strong>\uff1a\u6a21\u578b\u4e0d\u4f9d\u8d56\u4e8e\u5177\u4f53\u8bed\u8a00\u6216\u6a21\u6001\u3002<\/li>\n\n\n\n<li><strong>\u663e\u5f0f\u5c42\u6b21\u7ed3\u6784<\/strong>\uff1a\u652f\u6301\u957f\u6587\u672c\u7684\u5206\u5c42\u63a8\u7406\u548c\u751f\u6210\uff0c\u6613\u4e8e\u8fdb\u884c\u5c40\u90e8\u4fee\u6539\u548c\u4ea4\u4e92\u3002<\/li>\n\n\n\n<li><strong>\u96f6\u6837\u672c\u6cdb\u5316<\/strong>\uff1a\u5728\u591a\u8bed\u8a00\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u65e0\u9700\u989d\u5916\u6570\u636e\u5373\u53ef\u5b9e\u73b0\u826f\u597d\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>3. \u6a21\u578b\u6a21\u5757\u5316\u4e0e\u53ef\u6269\u5c55\u6027<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u53ef\u4ee5\u72ec\u7acb\u4f18\u5316\uff0c\u4e0d\u5b58\u5728\u6a21\u6001\u4e4b\u95f4\u7684\u7ade\u4e89\u3002<\/li>\n\n\n\n<li>\u53ef\u4ee5\u65b9\u4fbf\u5730\u6269\u5c55\u5230\u65b0\u8bed\u8a00\u6216\u6a21\u6001\uff0c\u4f8b\u5982\u76ee\u524d\u5df2\u7ecf\u5b9e\u9a8c\u6027\u652f\u6301\u624b\u8bed\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e09\u3001\u65b9\u6cd5\u4e0e\u6280\u672f\u7ec6\u8282<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u6a21\u578b\u8bbe\u8ba1<\/strong><\/h6>\n\n\n\n<p>LCM\u7684\u67b6\u6784\u7531\u4e09\u4e2a\u4e3b\u8981\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6982\u5ff5\u7f16\u7801\u5668\u4e0e\u89e3\u7801\u5668\uff08SONAR\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u6587\u672c\u88ab\u5206\u5272\u4e3a\u53e5\u5b50\uff0c\u6bcf\u4e2a\u53e5\u5b50\u901a\u8fc7SONAR\u7f16\u7801\u4e3a\u9ad8\u7ef4\u6982\u5ff5\u5d4c\u5165\u3002<\/li>\n\n\n\n<li>\u8f93\u51fa\u6982\u5ff5\u5d4c\u5165\u901a\u8fc7SONAR\u89e3\u7801\u4e3a\u5b50\u8bcd\u5e8f\u5217\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6982\u5ff5\u7ea7\u751f\u6210\u6a21\u5757<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5728\u6982\u5ff5\u5d4c\u5165\u7a7a\u95f4\u4e2d\u5b8c\u6210\u53e5\u5b50\u9884\u6d4b\u548c\u751f\u6210\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u901a\u8fc7\u591a\u79cd\u67b6\u6784\u5b9e\u73b0\uff0c\u5305\u62ec\u57fa\u7840\u7684Transformer\u3001\u6269\u6563\u6a21\u578b\u548c\u91cf\u5316\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u591a\u79cd\u751f\u6210\u7b56\u7565<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5747\u65b9\u8bef\u5dee\u56de\u5f52\uff08MSE\uff09<\/strong>\uff1a\u76f4\u63a5\u9884\u6d4b\u4e0b\u4e00\u53e5\u5d4c\u5165\u3002<\/li>\n\n\n\n<li><strong>\u6269\u6563\u6a21\u578b<\/strong>\uff1a\u901a\u8fc7\u53bb\u566a\u8fc7\u7a0b\u9010\u6b65\u751f\u6210\u76ee\u6807\u5d4c\u5165\u3002<\/li>\n\n\n\n<li><strong>\u91cf\u5316\u5efa\u6a21<\/strong>\uff1a\u5c06\u8fde\u7eed\u5d4c\u5165\u79bb\u6563\u5316\uff0c\u4fbf\u4e8e\u751f\u6210\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u6570\u636e\u9884\u5904\u7406<\/strong><\/h6>\n\n\n\n<p>\u4e3a\u4e86\u5728SONAR\u7a7a\u95f4\u4e2d\u8fdb\u884c\u5efa\u6a21\uff0c\u6a21\u578b\u9700\u8981\u5c06\u539f\u59cb\u6587\u672c\u8f6c\u6362\u4e3a\u53e5\u5b50\u5d4c\u5165\u5e8f\u5217\uff0c\u8fd9\u6d89\u53ca\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53e5\u5b50\u5206\u5272<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u91c7\u7528<strong>SaT Capped<\/strong>\u6280\u672f\uff0c\u7ed3\u5408\u6982\u7387\u9884\u6d4b\u548c\u89c4\u5219\u9650\u5236\uff0c\u786e\u4fdd\u53e5\u5b50\u5206\u5272\u7684\u9c81\u68d2\u6027\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528AutoBLEU\u6307\u6807\u8bc4\u4f30\u5206\u5272\u8d28\u91cf\uff0c\u4f18\u5316\u957f\u53e5\u7684\u5904\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5d4c\u5165\u8f6c\u6362<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5c06\u5206\u5272\u540e\u7684\u53e5\u5b50\u901a\u8fc7SONAR\u7f16\u7801\u4e3a\u5d4c\u5165\u5e8f\u5217\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>3. \u6a21\u578b\u53d8\u4f53<\/strong><\/h6>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff081\uff09\u57fa\u7840\u6a21\u578b\uff08Base-LCM\uff09<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u6807\u51c6Transformer\u89e3\u7801\u5668\uff0c\u901a\u8fc7MSE\u635f\u5931\u4f18\u5316\u9884\u6d4b\u5d4c\u5165\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u5f52\u4e00\u5316\u548c\u53cd\u5f52\u4e00\u5316\u5c42\uff08PreNet\u548cPostNet\uff09\u8c03\u6574\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff082\uff09\u6269\u6563\u6a21\u578b<\/strong><\/h6>\n\n\n\n<p>\u6269\u6563\u6a21\u578b\u57fa\u4e8e\u566a\u58f0\u6dfb\u52a0\u548c\u53bb\u566a\u8fc7\u7a0b\u8fdb\u884c\u751f\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5355\u5854\u67b6\u6784<\/strong>\uff1a\u4f7f\u7528\u5355\u4e2aTransformer\u5b8c\u6210\u4e0a\u4e0b\u6587\u7f16\u7801\u548c\u5d4c\u5165\u53bb\u566a\u3002<\/li>\n\n\n\n<li><strong>\u53cc\u5854\u67b6\u6784<\/strong>\uff1a\u5206\u79bb\u4e0a\u4e0b\u6587\u7f16\u7801\u5668\u548c\u5d4c\u5165\u53bb\u566a\u5668\uff0c\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u8fde\u63a5\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff083\uff09\u91cf\u5316\u6a21\u578b<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\uff08RVQ\uff09\u5c06SONAR\u5d4c\u5165\u79bb\u6563\u5316\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b\u79bb\u6563\u76ee\u6807\uff08Quant-LCM-d\uff09\u548c\u8fde\u7eed\u76ee\u6807\uff08Quant-LCM-c\uff09\u7684\u751f\u6210\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u56db\u3001\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u9884\u8bad\u7ec3\u8bc4\u4f30<\/strong><\/h6>\n\n\n\n<p><strong>\u6570\u636e\u96c6<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528ROC-stories\u3001C4\u3001Wikipedia-en\u548cGutenberg\u7b49\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\u3002<\/li>\n\n\n\n<li>\u6307\u6807\u5305\u62ec\u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb\uff08L2\uff09\u3001\u5bf9\u6bd4\u51c6\u786e\u7387\uff08CA\uff09\u3001\u4e92\u4fe1\u606f\uff08MI\uff09\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u679c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6269\u6563\u6a21\u578b\u5728\u4e00\u81f4\u6027\uff08CA\uff09\u548c\u751f\u6210\u8d28\u91cf\uff08MI\uff09\u4e0a\u4f18\u4e8e\u91cf\u5316\u6a21\u578b\u548c\u57fa\u7840\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u53cc\u5854\u67b6\u6784\u7684\u6269\u6563\u6a21\u578b\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u6700\u4f73\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u5fae\u8c03\u4e0e\u4e0b\u6e38\u4efb\u52a1<\/strong><\/h6>\n\n\n\n<p><strong>\u4efb\u52a1<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728Cosmopedia\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\uff0c\u7528\u4e8e\u751f\u6210\u8fde\u8d2f\u7684\u6545\u4e8b\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6307\u6807\u5305\u62ecROUGE-L\uff08\u751f\u6210\u4e0e\u53c2\u8003\u6587\u672c\u7684\u91cd\u53e0\uff09\u548c\u4e00\u81f4\u6027\u5206\u6570\uff08\u6587\u672c\u903b\u8f91\u8fde\u8d2f\u6027\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u679c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6269\u6563\u6a21\u578b\uff08\u5c24\u5176\u662f\u53cc\u5854\u67b6\u6784\uff09\u5728\u751f\u6210\u4e00\u81f4\u6027\u548c\u6d41\u7545\u6027\u4e0a\u63a5\u8fd1\u6216\u8d85\u8fc7\u73b0\u6709LLMs\uff08\u5982Llama\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>3. \u8d85\u53c2\u6570\u4e0e\u566a\u58f0\u8c03\u5ea6\u5206\u6790<\/strong><\/h6>\n\n\n\n<p><strong>\u5f71\u54cd\u56e0\u7d20<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u566a\u58f0\u8c03\u5ea6\uff08\u5982Cosine\u3001Sigmoid\uff09\u5bf9\u751f\u6210\u8d28\u91cf\u6709\u663e\u8457\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>\u5bbd\u8c31Sigmoid\u8c03\u5ea6\u5728\u5bf9\u6bd4\u51c6\u786e\u7387\u548c\u4e92\u4fe1\u606f\u4e0a\u8868\u73b0\u4f18\u8d8a\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e94\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u5f53\u524d\u6210\u679c<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LCM\u901a\u8fc7\u6982\u5ff5\u7ea7\u63a8\u7406\u514b\u670d\u4e86LLMs\u7684\u8bb8\u591a\u5c40\u9650\u6027\uff0c\u5c24\u5176\u662f\u5728\u957f\u6587\u672c\u751f\u6210\u3001\u591a\u6a21\u6001\u6cdb\u5316\u548c\u8bed\u8a00\u65e0\u5173\u6027\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u5c40\u9650\u6027<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SONAR\u5d4c\u5165\u7a7a\u95f4\u53ef\u80fd\u5bf9\u90e8\u5206\u4f4e\u8d44\u6e90\u8bed\u8a00\u7684\u652f\u6301\u5b58\u5728\u504f\u5dee\u3002<\/li>\n\n\n\n<li>\u5f53\u524d\u7684\u6269\u6563\u6a21\u578b\u5728\u63a8\u7406\u6548\u7387\u4e0a\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>3. \u672a\u6765\u65b9\u5411<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a2\u7d22\u66f4\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\u8868\u793a\uff08\u5982\u6bb5\u843d\u6216\u7ae0\u8282\u7ea7\u522b\uff09\u3002<\/li>\n\n\n\n<li>\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\uff0c\u4f8b\u5982\u901a\u8fc7\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u4f18\u5316\u6269\u6563\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u5f00\u53d1\u66f4\u901a\u7528\u7684\u5d4c\u5165\u7a7a\u95f4\uff0c\u9002\u5e94\u66f4\u590d\u6742\u7684\u591a\u6a21\u6001\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>LCM(Large Concept Models) on GitHub: <a href=\"https:\/\/github.com\/facebookresearch\/large_concept_model\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/facebookresearch\/large_concept_model<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Large Concept Models: Language Modeling in a Sentence [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,77,95,90,86],"class_list":["post-5402","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-meta","tag-transformer","tag-multimodal","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587Large Concept Models: Language Modeling in a 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