{"id":36932,"date":"2025-01-21T13:00:21","date_gmt":"2025-01-21T05:00:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=36932"},"modified":"2025-01-21T13:00:21","modified_gmt":"2025-01-21T05:00:21","slug":"neurips-2024%ef%bd%9c%e6%9d%9c%e5%85%8b%e5%a4%a7%e5%ad%a6%e8%b0%b7%e6%ad%8c%e6%8f%90%e5%87%basled%e8%a7%a3%e7%a0%81%e6%a1%86%e6%9e%b6%ef%bc%8c%e6%97%a0%e9%9c%80%e5%a4%96%e9%83%a8%e6%95%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36932","title":{"rendered":"NeurIPS 2024\uff5c\u675c\u514b\u5927\u5b66&amp;\u8c37\u6b4c\u63d0\u51faSLED\u89e3\u7801\u6846\u67b6\uff0c\u65e0\u9700\u5916\u90e8\u6570\u636e\u4e0e\u989d\u5916\u8bad\u7ec3\uff0c\u6709\u6548\u7f13\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9\uff0c\u63d0\u9ad8\u4e8b\u5b9e\u51c6\u786e\u6027"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-02-2\" target=\"_blank\">NeurIPS 2024\uff5c\u675c\u514b\u5927\u5b66&amp;\u8c37\u6b4c\u63d0\u51faSLED\u89e3\u7801\u6846\u67b6\uff0c\u65e0\u9700\u5916\u90e8\u6570\u636e\u4e0e\u989d\u5916\u8bad\u7ec3\uff0c\u6709\u6548\u7f13\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9\uff0c\u63d0\u9ad8\u4e8b\u5b9e\u51c6\u786e\u6027<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b21bb0455e217be0b3095994984c6fdc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b21bb0455e217be0b3095994984c6fdc.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>\u6b64\u9879\u7814\u7a76\u6210\u679c\u5df2\u88ab NeurIPS 2024 \u5f55\u7528\u3002\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662f\u675c\u514b\u5927\u5b66\u7535\u5b50\u8ba1\u7b97\u673a\u5de5\u7a0b\u7cfb\u7684\u535a\u58eb\u751f\u5f20\u5065\u4e00\uff0c\u5176\u4e3b\u8981\u7814\u7a76\u9886\u57df\u4e3a\u751f\u6210\u5f0f AI \u7684\u6982\u7387\u5efa\u6a21\u4e0e\u53ef\u4fe1\u673a\u5668\u5b66\u4e60\uff0c\u5bfc\u5e08\u4e3a\u9648\u6021\u7136\u6559\u6388\u3002<\/strong><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u5c55\u793a\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u53d7\u5230\u5e7b\u89c9\uff08hallucination\uff09\u7684\u5f71\u54cd\uff0cLLM \u751f\u6210\u7684\u5185\u5bb9\u6709\u65f6\u4f1a\u51fa\u73b0\u9519\u8bef\u6216\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6765\u81ea\u675c\u514b\u5927\u5b66\u548c Google Research \u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u89e3\u7801\u6846\u67b6 \u2014\u2014 \u81ea\u9a71\u52a8 Logits \u8fdb\u5316\u89e3\u7801\uff08SLED\uff09\uff0c\u65e8\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\uff0c\u4e14\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u4e5f\u65e0\u9700\u8fdb\u884c\u989d\u5916\u7684\u5fae\u8c03\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2c2470a2a8dfdf3460bc3ae1decf645.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2c2470a2a8dfdf3460bc3ae1decf645.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2411.02433<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/jayzhang42.github.io\/sled_page\/<\/p>\n<\/li>\n<li>\n<p>Github\u5730\u5740\uff1ahttps:\/\/github.com\/JayZhang42\/SLED<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u8005\u4e3b\u9875\uff1ahttps:\/\/jayzhang42.github.io<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u7814\u7a76\u80cc\u666f\u4e0e\u601d\u8def\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u671f\u76f8\u5173\u7814\u7a76\u663e\u793a\uff0c\u5c3d\u7ba1\u7528\u6237\u5728\u8bbf\u95ee\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65f6\u53ef\u80fd\u65e0\u6cd5\u5f97\u5230\u6b63\u786e\u7684\u7b54\u6848\uff0c\u4f46 LLM \u5b9e\u9645\u4e0a\u53ef\u80fd\u5df2\u7ecf\u57fa\u4e8e\u6d77\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u548c\u6f2b\u957f\u7684\u8bad\u7ec3\u5468\u671f\u5b66\u5230\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff0c\u5e76\u5c06\u5176\u5b58\u50a8\u4e8e\u6a21\u578b\u5185\u90e8\u67d0\u5904\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5c06\u8fd9\u7c7b\u65e0\u6cd5\u76f4\u89c2\u4ece\u6a21\u578b\u8f93\u51fa\u4e2d\u83b7\u5f97\u7684\u4fe1\u606f\u79f0\u4e3a \u201c\u6f5c\u5728\u77e5\u8bc6\u201d\uff0c\u5e76\u7528\u56fe\u4e00\u7cbe\u70bc\u51fa\u4e86\u5bf9\u5e94\u7684 \u201c\u4e09\u4f53\u95ee\u9898\u201d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04da7f7db776b55eff7849fd3f4d3910.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04da7f7db776b55eff7849fd3f4d3910.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u4e00\uff1aFactuality Decoding \u7684 \u201c\u4e09\u4f53\u95ee\u9898\u201d<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u56fe\u4e00\u4e2d\uff0c\u8003\u8651\u5230\u6bcf\u6761\u95ee\u9898\u7684\u6807\u51c6\u7b54\u6848\u90fd\u5df2\u5305\u542b\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\uff0c\u56e0\u6b64\u53ef\u4ee5\u8bf4\u8bad\u7ec3\u65f6\uff0c\u771f\u5b9e\u4e16\u754c\u7684\u4e8b\u5b9e\u5206\u5e03\u662f\u5df2\u77e5\u7684\u3002LLM \u7684\u8bad\u7ec3\u6b63\u662f\u4e3a\u4e86\u7f29\u5c0f LLM \u8f93\u51fa\u5206\u5e03\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-31ffb339ebfe37ed7963adfbcd0b5519.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-31ffb339ebfe37ed7963adfbcd0b5519.png\"><\/a>\u548c\u771f\u5b9e\u4e8b\u5b9e\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4231b41cb3dc64bdacfadf88330e9667.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4231b41cb3dc64bdacfadf88330e9667.png\"><\/a>\u00a0\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5728 LLM \u7684\u63a8\u7406\u9636\u6bb5\uff08inference time\uff09\uff0c\u771f\u5b9e\u7684\u4e8b\u5b9e\u5206\u5e03\u662f\u672a\u77e5\u7684\uff0c\u56e0\u6b64\u8fd9\u9879\u7814\u7a76\u7684\u91cd\u70b9\u4fbf\u662f\u5982\u4f55\u6316\u6398\u6a21\u578b\u7684\u6f5c\u5728\u77e5\u8bc6\u5206\u5e03\uff0c\u5e76\u5229\u7528\u5176\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u6982\u62ec\u6765\u8bf4\uff0c SLED \u65b9\u6cd5\u901a\u8fc7\u5bf9\u6bd4\u6700\u540e\u4e00\u5c42\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-aa37b5e29653469b26410b87e7d7f34c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-aa37b5e29653469b26410b87e7d7f34c.png\"><\/a>\u548c\u524d\u9762\u51e0\u5c42\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-830acef1373874a1effab35f50c8077a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-830acef1373874a1effab35f50c8077a.png\"><\/a>\uff0c\u6709\u6548\u5730\u6316\u6398\u4e86 LLMs \u5185\u90e8\u7684\u6f5c\u5728\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u7814\u7a76\u8005\u4e5f\u6307\u51fa LLM \u4e2d\u7684\u6f5c\u5728\u77e5\u8bc6\u867d\u7136\u6709\u4ef7\u503c\uff0c\u4f46\u53ef\u80fd\u5e76\u4e0d\u5b8c\u7f8e\u3002\u56e0\u6b64\uff0cSLED \u4e0d\u662f\u7b80\u5355\u5730\u4f7f\u7528\u8fd9\u4e9b\u6f5c\u5728\u77e5\u8bc6\u66ff\u6362\u539f\u59cb\u8f93\u51fa\uff0c\u800c\u662f\u901a\u8fc7\u7c7b\u4f3c\u4e8e\u5bf9\u8f93\u51fa <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5a4f7636f52f798c1a754584b3216df9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5a4f7636f52f798c1a754584b3216df9.png\"><\/a> \u8fdb\u884c \u201c\u68af\u5ea6\u4e0b\u964d\u201d \u7684\u64cd\u4f5c\uff0c\u5c06\u5176\u6574\u5408\u5230\u539f\u59cb\u8f93\u51fa<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a83df3d79b682c9fc2165a1e80de1cbf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a83df3d79b682c9fc2165a1e80de1cbf.png\"><\/a>\u4e2d\uff0c\u4ece\u800c\u6709\u6548\u5730\u5e73\u8861\u4e86\u4e24\u8005\uff0c\u907f\u514d\u4e86\u8fc7\u62df\u5408\u7b49\u6f5c\u5728\u7684\u98ce\u9669\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1cb51213a5a1ed184b4325e897e85980.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1cb51213a5a1ed184b4325e897e85980.png\"><\/a><\/section>\n<section><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/sup><em><sup>\u56fe\u4e8c\uff1aSLED \u6846\u67b6\u7684\u4e3b\u8981\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u9ad8\u4e8b\u5b9e\u51c6\u786e\u6027\uff0c\u9700\u8981\u786e\u4fdd\u6b63\u786e\u7684 token<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bb1aa520318b7be94b353185807df910.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bb1aa520318b7be94b353185807df910.png\"><\/a>\uff0c \u5728\u8f93\u51fa\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ecf94909aa9bdaa71f7b327468be356a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ecf94909aa9bdaa71f7b327468be356a.png\"><\/a>\u4e2d\u83b7\u5f97\u66f4\u9ad8\u7684\u6982\u7387\u3002\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316\u4ee5\u4e0b\u635f\u5931\u51fd\u6570 L \u6765\u63cf\u8ff0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1b8e132af27609c7bb5520d40d65907a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1b8e132af27609c7bb5520d40d65907a.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ab9d70d141587ae79ee614fdfbbbcf1f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ab9d70d141587ae79ee614fdfbbbcf1f.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5c06\u8fd9\u4e00\u4f18\u5316\u8fc7\u7a0b\u79f0\u4e3a\u00a0<strong>Logits \u8fdb\u5316<\/strong>\u3002\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u540c\u65f6\u4e5f\u4e3a\u7406\u89e3 LLM \u7684\u8bad\u7ec3\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2 \u2014\u2014 \u4e0d\u540c\u4e8e\u4e4b\u524d\u53ea\u5173\u6ce8\u8bad\u7ec3\u4e2d\u6a21\u578b\u53c2\u6570\u7684\u66f4\u65b0\uff0c\u53ef\u4ee5\u770b\u5230\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>LLM \u7684\u8bad\u7ec3\u5b9e\u9645\u4e0a\u4e00\u4e2a\u662f\u7531\u8bad\u7ec3\u6570\u636e\u96c6\u4f5c\u4e3a\u5916\u90e8\u9a71\u52a8\u7684 Logits \u8fdb\u5316\u8fc7\u7a0b\uff1b<\/section>\n<\/li>\n<li>\n<section>LLM \u7684\u8bad\u7ec3\u4e3a\u8fd9\u4e2a\u4f18\u5316\u8fc7\u7a0b\u627e\u5230\u7684\u89e3\u5c31\u662f\u6700\u540e\u4e00\u5c42\u7684\u8f93\u51fa <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9ef3324ca894d83482e34efbde82dc22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9ef3324ca894d83482e34efbde82dc22.png\"><\/a>\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4ece\u4e0a\u9762\u7684\u7406\u89e3\u51fa\u53d1\uff0c\u53ef\u4ee5\u9884\u671f\u6700\u540e\u4e00\u5c42\u7684\u8f93\u51fa\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0de873771e23efea43ce0c7a125a9171.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0de873771e23efea43ce0c7a125a9171.png\"><\/a>\u5bf9\u5e94\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c164274d4990a059d731b05308a6ee3c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c164274d4990a059d731b05308a6ee3c.png\"><\/a>\uff0c\u901a\u5e38\u8981\u6bd4\u524d\u9762\u51e0\u5c42\u7684\u8f93\u51fa <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b450f2f51ff7900f4dfa93e0004b44aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b450f2f51ff7900f4dfa93e0004b44aa.png\"><\/a>\u5bf9\u5e94\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-73a8a87861a7bfdf04d75b8ed28d2cff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-73a8a87861a7bfdf04d75b8ed28d2cff.png\"><\/a>\u8981\u66f4\u63a5\u8fd1\u8bad\u7ec3\u65f6\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d71df52e13888bda09ed3143925def5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d71df52e13888bda09ed3143925def5d.png\"><\/a>\u3002\u8fd9\u4e00\u70b9\u4e5f\u5728\u56fe\u4e09\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2c6454a71fc52f0508796d30f83b3e54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2c6454a71fc52f0508796d30f83b3e54.png\"><\/a><\/section>\n<section><em><sup>\u56fe\u4e09\uff1a\u7814\u7a76\u8005\u5bf9\u4e09\u4e2a\u4e0d\u540c\u89c4\u6a21\u7684 LLaMA-2 \u6a21\u578b\u8ba1\u7b97\u4e86\u6bcf\u4e00\u5c42\u5bf9\u5e94\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u3002\u7ed3\u679c\u8bc1\u5b9e\uff0c\u5c31 KL \u6563\u5ea6\u800c\u8a00\uff0c\u6700\u7ec8\u5c42\u7684 Logits \u8f93\u51fa\u5206\u5e03\u6bd4\u6240\u6709\u65e9\u671f\u5c42\u66f4\u63a5\u8fd1\u771f\u5b9e\u4e16\u754c\u7684\u5206\u5e03<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u53d7\u5230\u7ecf\u5178\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u7684\u542f\u53d1\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5982\u4e0b\u7684\u8fd1\u4f3c\u6765\u53cd\u5411\u4f30\u8ba1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c927abdb444dd2dd6d1b6e768882684c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c927abdb444dd2dd6d1b6e768882684c.png\"><\/a>\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d735b6a21e94439febae7e5a2c97f514.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d735b6a21e94439febae7e5a2c97f514.png\"><\/a><\/section>\n<section>\u8fd9\u91cc\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d256a8193f9eef11597eff847ae6abd8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d256a8193f9eef11597eff847ae6abd8.png\"><\/a> \u7684\u4f30\u8ba1\uff0c\u5b9e\u9645\u4e0a\u4e5f\u5c31\u662f\u4e4b\u524d\u63d0\u5230\u7684\u6f5c\u5728\u77e5\u8bc6\uff0c\u56e0\u6b64\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33ead291f0886afe6c4f4678c5afa306.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33ead291f0886afe6c4f4678c5afa306.png\"><\/a>\u6765\u8868\u793a\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u7c7b\u4f3c\u68af\u5ea6\u4e0b\u964d\u7684\u65b9\u5f0f\uff0c\u7528\u4f30\u8ba1\u51fa\u6765\u7684\u6f5c\u5728\u77e5\u8bc6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0dcf1f83087258dc16b467a3797038f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0dcf1f83087258dc16b467a3797038f.png\"><\/a>\uff0c\u5b9e\u73b0\u4e86\u5bf9 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-86968b4b1379585c70929e5dfaf6c7cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-86968b4b1379585c70929e5dfaf6c7cf.png\"><\/a>\u00a0\u81ea\u9a71\u52a8\u8fdb\u5316\uff0c<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-92b268a150d42d70bd717d9203739805.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-92b268a150d42d70bd717d9203739805.png\"><\/a><\/section>\n<section>\u4ece\u800c\u5f97\u5230\u4e86\u4e00\u4e2a\u66f4\u63a5\u8fd1\u4e8b\u5b9e\u5206\u5e03\u7684\u6700\u7ec8\u8f93\u51fa<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c3adae47bf8a26d3277b65d600b9b78d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c3adae47bf8a26d3277b65d600b9b78d.png\"><\/a>\u3002\u66f4\u7ec6\u8282\u7684\u65b9\u6cd5\u8bbe\u8ba1\u548c\u8ba8\u8bba\uff0c\u8bf7\u53c2\u8003\u539f\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4f5c\u4e3a\u4e00\u79cd\u65b0\u578b\u7684\u5c42\u95f4\u5bf9\u6bd4\u89e3\u7801\u67b6\u6784\uff0c\u7814\u7a76\u8005\u9996\u5148\u5c06 SLED \u4e0e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5 DoLa \u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5b9e\u9a8c\u8986\u76d6\u4e86\u591a\u79cd LLM families\uff08LLaMA 2, LLaMA 3, Gemma\uff09\u548c\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\uff08\u4ece 2B \u5230 70B\uff09\uff0c\u8fd8\u6709\u5f53\u524d\u5907\u53d7\u5173\u6ce8\u7684\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff0cSLED \u5728\u591a\u79cd\u4efb\u52a1\uff08\u5305\u62ec\u591a\u9009\u3001\u5f00\u653e\u5f0f\u751f\u6210\u548c\u601d\u7ef4\u94fe\u63a8\u7406\u4efb\u52a1\u7684\u9002\u5e94\u6027\uff09\u4e0a\u5747\u5c55\u73b0\u51fa\u660e\u663e\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d9c7270930b83fa4fc562bfa6c990d5e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d9c7270930b83fa4fc562bfa6c990d5e.png\"><\/a><\/section>\n<section>\u6b64\u5916 SLED \u4e0e\u5176\u4ed6\u5e38\u89c1\u7684\u89e3\u7801\u65b9\u5f0f\uff08\u5982 contrastive decoding\uff0cITI\uff09\u5177\u6709\u826f\u597d\u7684\u517c\u5bb9\u6027\uff0c\u80fd\u591f\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3a3d54373d4b5c35fe4c0a69ff3c4753.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3a3d54373d4b5c35fe4c0a69ff3c4753.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u4e0e\u4ee5\u5f80\u7684\u7b97\u6cd5\u76f8\u6bd4\uff0cSLED \u5728\u8ba1\u7b97\u4e0a\u51e0\u4e4e\u6ca1\u6709\u660e\u663e\u7684\u989d\u5916\u5f00\u9500\u3002\u540c\u65f6\uff0c\u5728\u751f\u6210\u8d28\u91cf\u65b9\u9762\uff0cSLED \u663e\u8457\u6291\u5236\u4e86\u4ee5\u5f80\u65b9\u6cd5\u4e2d\u7684\u91cd\u590d\u6027\u95ee\u9898\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u8f93\u51fa\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3451d0a74ce0f5b2f1bf8ed834716a7b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3451d0a74ce0f5b2f1bf8ed834716a7b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5f15\u7533\u601d\u8003\uff1a\u4e0e\u76ee\u524d\u6d41\u884c\u7684 inference-time \u7b97\u6cd5\u7684\u8054\u7cfb<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section>\u5b9e\u9645\u4e0a\uff0c\u4e0d\u96be\u770b\u51fa\uff0cSLED \u4e3a\u540e\u7eed\u7684\u63a8\u7406\u65f6\uff08inference-time \uff09\u7b97\u6cd5\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u7684\u6846\u67b6\u3002\u4e0e\u76ee\u524d\u5927\u591a\u6570 inference-time computing \u65b9\u6cd5\u4e3b\u8981\u96c6\u4e2d\u4e8e sentence level \u7684\u8f93\u51fa\u6216 logits \u8fdb\u884c\u542f\u53d1\u5f0f\u4fee\u6539\u4e0d\u540c\uff0cSLED \u4e0e\u7ecf\u5178\u4f18\u5316\u7b97\u6cd5\u8854\u63a5\uff0c\u5982\u68af\u5ea6\u4e0b\u964d\u6cd5\u7684\u7ed3\u5408\u66f4\u4e3a\u7d27\u5bc6\u81ea\u7136\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0cSLED \u4e0d\u4ec5\u4f18\u5316\u6548\u7387\u66f4\u9ad8\uff0c\u540c\u65f6\u6709\u5f88\u591a\u7684\u6f5c\u5728\u7684\u7814\u7a76\u65b9\u5411\u53ef\u4ee5\u5c1d\u8bd5\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4e0e inference time training \u65b9\u6cd5\u76f8\u6bd4\uff0cSLED \u4e0d\u6d89\u53ca\u6a21\u578b\u53c2\u6570\u5c42\u9762\u7684\u4fee\u6539\uff0c\u56e0\u6b64\u4f18\u5316\u6548\u7387\u4e0a\u5f00\u9500\u66f4\u5c0f\uff0c\u540c\u65f6\u66f4\u80fd\u4fdd\u6301\u6a21\u578b\u539f\u6709\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u672c\u7814\u7a76\u901a\u8fc7\u5f15\u5165\u81ea\u9a71\u52a8 Logits \u8fdb\u5316\u89e3\u7801\uff08SLED\uff09\u65b9\u6cd5\uff0c\u6210\u529f\u5730\u63d0\u5347 LLM \u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\u3002\u5c55\u671b\u672a\u6765\uff0c\u53ef\u4ee5\u63a2\u7d22\u5c06 SLED 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