{"id":6437,"date":"2025-10-22T10:32:53","date_gmt":"2025-10-22T02:32:53","guid":{"rendered":"https:\/\/nullthought.net\/?p=6437"},"modified":"2025-10-22T10:38:05","modified_gmt":"2025-10-22T02:38:05","slug":"llm-%e8%84%91%e8%85%90%e5%8c%96%ef%bc%88brain-rot%ef%bc%89%ef%bc%9a%e7%a2%8e%e7%89%87%e5%8c%96%e3%80%81%e5%90%b8%e7%9d%9b%e4%bd%86%e4%bd%8e%e4%bf%a1%e6%81%af%e7%9a%84%e5%86%85%e5%ae%b9%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6437","title":{"rendered":"LLM \u8111\u8150\u5316\uff08Brain Rot\uff09\uff1a\u788e\u7247\u5316\u3001\u5438\u775b\u4f46\u4f4e\u4fe1\u606f\u7684\u5185\u5bb9\u4f1a\u5728\u6301\u7eed\u9884\u8bad\u7ec3\u4e2d\u201c\u8150\u8680\u201d\u6a21\u578b\u7684\u601d\u8003\u94fe\u6761\u4e0e\u957f\u7a0b\u8bb0\u5fc6\uff0c\u4e14\u5f88\u96be\u88ab\u4e8b\u540e\u5fae\u8c03\u5b8c\u5168\u8865\u6551"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2510.13928\" target=\"_blank\" rel=\"noreferrer noopener\">LLMs Can Get &#8220;Brain Rot&#8221;!<\/a><\/strong>\u63d0\u51fa\u5e76\u5b9e\u8bc1\u9a8c\u8bc1\u201cLLM \u8111\u8150\u5316\uff08Brain Rot\uff09\u5047\u8bf4\u201d\uff1a\u5f53\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6301\u7eed\u9884\u8bad\u7ec3\u9636\u6bb5\u957f\u671f\u66b4\u9732\u4e8e\u201c\u5783\u573e\u7f51\u7edc\u6587\u672c\u201d\uff08junk web text\uff09\u65f6\uff0c\u5176\u8ba4\u77e5\u80fd\u529b\u4f1a\u51fa\u73b0<strong>\u6301\u4e45\u6027\u9000\u5316<\/strong>\uff0c\u5305\u62ec\u63a8\u7406\u3001\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u5b89\u5168\u89c4\u8303\u4ee5\u53ca\u201c\u9ed1\u6697\u4eba\u683c\u7279\u8d28\u201d\u7684\u4e0a\u5347\uff08\u5982\u81ea\u604b\u3001\u7cbe\u795e\u75c5\u6001\uff09\u7b49\u3002\u4f5c\u8005\u57fa\u4e8e\u771f\u5b9e\u7684 Twitter\/X \u8bed\u6599\uff0c\u6784\u5efa\u4e24\u7c7b\u201c\u5783\u573e\u201d\u5224\u636e\uff1aM1\uff08\u53c2\u4e0e\u5ea6\uff1a\u77ed\u4f46\u9ad8\u5ea6\u6d41\u884c\/\u53d7\u6b22\u8fce\uff09\u4e0e M2\uff08\u8bed\u4e49\u8d28\u91cf\uff1a\u6807\u9898\u515a\u3001\u60c5\u7eea\u5316\u3001\u4f4e\u4fe1\u606f\u5bc6\u5ea6\u7b49\uff09\uff0c\u5e76\u4e25\u683c\u63a7\u5236 token \u89c4\u6a21\u4e0e\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u6bd4\u8f83\u201c\u5783\u573e\u7ec4\u201d\u4e0e\u201c\u5bf9\u7167\u7ec4\u201d\u7684\u56e0\u679c\u6548\u5e94\u3002\u7ed3\u679c\u663e\u793a\uff1a\u5728 M1 \u8bbe\u5b9a\u4e0b\uff0cARC-Challenge\uff08\u542b\u601d\u7ef4\u94fe\u63d0\u793a\uff09\u4ece 74.9 \u8dcc\u81f3 57.2\uff0cRULER \u7684 CWE \u5b50\u9879\u4ece 84.4 \u8dcc\u81f3 52.3\uff0c\u5448\u73b0\u968f\u201c\u5783\u573e\u5360\u6bd4\u201d\u4e0a\u5347\u800c<strong>\u5242\u91cf\u54cd\u5e94\u5f0f\u8870\u51cf<\/strong>\uff1b\u4e3b\u8981\u5931\u6548\u673a\u7406\u662f\u201c<strong>\u8df3\u8fc7\u601d\u8003<\/strong>\uff08thought-skipping\uff09\u201d\uff0c\u4e14\u540e\u7eed\u901a\u8fc7\u6269\u5927\u91cf\u7ea7\u7684\u6307\u4ee4\u5fae\u8c03\u6216\u4ee5\u5e72\u51c0\u6570\u636e\u7ee7\u7eed\u8bad\u7ec3\u53ea\u80fd\u90e8\u5206\u4fee\u590d\uff0c\u96be\u4ee5\u56de\u5230\u57fa\u7ebf\uff0c\u63d0\u793a\u8868\u793a\u5c42\u53d1\u751f\u4e86<strong>\u6301\u4e45\u8868\u5f81\u6f02\u79fb<\/strong>\u800c\u975e\u4ec5\u683c\u5f0f\u4e0d\u5339\u914d\u3002\u540c\u65f6\uff0cM1\uff08\u53d7\u6b22\u8fce\u5ea6\u8fd9\u4e00<strong>\u975e\u8bed\u4e49\u6307\u6807<\/strong>\uff09\u8f83\u957f\u5ea6\u66f4\u80fd\u6307\u793a\u201c\u8111\u8150\u5316\u201d\u6548\u5e94\u5f3a\u5ea6\uff0c\u51f8\u663e\u6570\u636e\u8d28\u91cf\u6cbb\u7406\u7684\u8bad\u7ec3\u671f\u5b89\u5168\u5c5e\u6027\u4e0e\u201c\u6a21\u578b\u8ba4\u77e5\u4f53\u68c0\u201d\u7684\u5fc5\u8981\u6027\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aShuo Xing, Junyuan Hong, Yifan Wang, Runjin Chen, Zhenyu Zhang, Ananth Grama, Zhengzhong Tu, Zhangyang Wang\uff0c\u6765\u81eaTexas A&amp;M University, University of Texas at Austin, Purdue University\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"883\" height=\"470\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-14.png\" alt=\"\" class=\"wp-image-6438\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-14.png 883w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-14-300x160.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-14-768x409.png 768w\" sizes=\"auto, (max-width: 883px) 100vw, 883px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2510.13928\" target=\"_blank\" rel=\"noreferrer noopener\">LLMs Can Get &#8220;Brain Rot&#8221;!<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4e00\u3001\u7814\u7a76\u52a8\u673a\u4e0e\u95ee\u9898\u8bbe\u5b9a<br>\u4f5c\u8005\u5c06\u4eba\u7c7b\u201c\u8111\u8150\u5316\u201d\u6982\u5ff5\uff08\u957f\u671f\u6d88\u8d39\u788e\u7247\u5316\u3001\u6d45\u8868\u5316\u5185\u5bb9\u5bfc\u81f4\u6ce8\u610f\u3001\u8bb0\u5fc6\u4e0e\u793e\u4f1a\u8ba4\u77e5\u4e0b\u964d\uff09\u7c7b\u6bd4\u5230 LLM \u573a\u666f\uff0c\u5173\u6ce8\u975e\u6076\u610f\u3001\u4efb\u52a1\u65e0\u5173\u7684\u6570\u636e\u6a21\u5f0f\u662f\u5426\u4f1a<strong>\u7cfb\u7edf\u6027<\/strong>\u3001<strong>\u8de8\u80fd\u529b\u7ef4\u5ea6<\/strong>\u5730\u524a\u5f31\u6a21\u578b\u3002\u4e3a\u907f\u514d\u56e0\u5bf9\u9f50\/\u5fae\u8c03\u7b56\u7565\u5dee\u5f02\u9020\u6210\u6df7\u6dc6\uff0c\u8bba\u6587\u91c7\u7528<strong>\u53d7\u63a7\u5b9e\u9a8c<\/strong>\u8303\u5f0f\uff1a\u4ec5\u6539\u53d8\u8f93\u5165\u6570\u636e\u8d28\u91cf\u8fd9\u4e00\u56e0\u7d20\uff0c\u5176\u4ed6\u6761\u4ef6\uff08token \u6570\u3001\u4f18\u5316\u5668\u3001\u8f6e\u6b21\u3001\u5b66\u4e60\u7387\u7b49\uff09\u4fdd\u6301\u4e00\u81f4\uff0c\u4ece\u800c\u66f4\u53ef\u9760\u5730\u5f52\u56e0\u201c\u6570\u636e\u8d28\u91cf\u2192\u80fd\u529b\u53d8\u5316\u201d\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u6570\u636e\u6784\u9020\u4e0e\u201c\u5783\u573e\u201d\u5ea6\u91cf<br>1\uff09M1\uff1a\u53c2\u4e0e\u5ea6\uff08Engagement\uff09= \u70b9\u8d5e\/\u8f6c\u53d1\/\u56de\u590d\/\u5f15\u7528\u7b49\u7684\u7efc\u5408\uff0c\u5e76\u7ed3\u5408\u957f\u5ea6\uff08\u77ed\u6587\u672c\u5f80\u5f80\u66f4\u6293\u773c\uff09\u3002\u91c7\u6837\u89c4\u5219\uff1a\u957f\u5ea6&lt;30 \u4e14\u4eba\u6c14&gt;500 \u89c6\u4e3a\u5783\u573e\uff1b\u957f\u5ea6&gt;100 \u4e14\u4eba\u6c14\u2264500 \u89c6\u4e3a\u5bf9\u7167\uff0c\u5e76\u5728 token \u89c4\u6a21\u4e0a\u505a\u914d\u8861\u3002<br>2\uff09M2\uff1a\u8bed\u4e49\u8d28\u91cf\uff08Semantic Quality\uff09\uff1a\u57fa\u4e8e\u8425\u9500\u5b66\u4e2d\u5e38\u89c1\u7684\u201c\u5438\u775b\u4f46\u4f4e\u8ba4\u77e5\u8d1f\u8377\u201d\u7684\u6587\u672c\u98ce\u683c\u4e0e\u4e3b\u9898\uff08\u5982\u5938\u5f20\u3001\u6807\u7b7e\u8f70\u70b8\u3001\u8868\u5c42\u751f\u6d3b\u65b9\u5f0f\u70ab\u8000\u7b49\uff09\u7ed9\u51fa\u5224\u636e\uff0c\u5229\u7528 GPT-4o-mini \u505a\u4e8c\u5206\u7c7b\u5e76\u4e0e\u4eba\u5de5\u6807\u6ce8\u6821\u51c6\uff0876% \u4e00\u81f4\u7387\uff09\u3002\u8fd9\u4e24\u7c7b\u6307\u6807\u57fa\u672c<strong>\u6b63\u4ea4<\/strong>\uff1a\u53d7\u6b22\u8fce\u5ea6\u4e0e\u8bed\u4e49\u8d28\u91cf\/\u957f\u5ea6\u7684\u70b9\u53cc\u5217\u76f8\u5173\u4e0d\u5f3a\uff0c\u8bf4\u660e\u201c\u4eba\u6c14\u201d\u4f5c\u4e3a<strong>\u975e\u8bed\u4e49\u7ef4\u5ea6<\/strong>\u63d0\u4f9b\u4e86\u65b0\u7684\u5e72\u9884\u89c6\u89d2\u3002<\/p>\n\n\n\n<p>\u4e09\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\u8bbe\u7f6e<br>\u57fa\u5ea7\u6a21\u578b\u8986\u76d6 Llama3-8B Instruct\u3001Qwen2.5\/3 \u7b49\u4e0d\u540c\u5bb6\u65cf\u4e0e\u89c4\u6a21\uff1b\u5e72\u9884\u6d41\u7a0b\u4e24\u6b65\uff1a\u2460 \u7528\u4e0d\u540c\u914d\u6bd4\u7684\u5783\u573e\/\u5bf9\u7167\u6570\u636e\u505a<strong>\u6301\u7eed\u9884\u8bad\u7ec3\uff08CPT\uff09<\/strong>\uff1b\u2461 \u518d\u7528 Alpaca \u82f1\u6587 5k \u6837\u672c\u505a<strong>\u6307\u4ee4\u5fae\u8c03\uff08IT\uff09<\/strong>\uff0c\u4ee5\u6d88\u89e3\u201c\u4e0d\u4f1a\u6309\u6307\u4ee4\u7b54\u9898\u201d\u7684\u6df7\u6742\u56e0\u7d20\u3002\u8bc4\u6d4b\u7ef4\u5ea6\u542b\uff1a\u63a8\u7406\uff08ARC\/Easy\/Challenge\/COT\uff09\u3001\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\/\u7406\u89e3\uff08RULER \u591a\u5b50\u9879\uff0c4k \u4e0a\u4e0b\u6587\uff09\u3001\u5b89\u5168\uff08HH-RLHF\u3001AdvBench\uff09\u3001\u4eba\u683c\uff08TRAIT\uff09\u3002<\/p>\n\n\n\n<p>\u56db\u3001\u4e3b\u8981\u7ed3\u679c\u4e0e\u5242\u91cf\u6548\u5e94<br>1\uff09\u603b\u4f53\u6548\u5e94\uff1a\u5728\u63a8\u7406\u4e0e\u957f\u4e0a\u4e0b\u6587\u4e24\u5927\u80fd\u529b\u4e0a\uff0cM1\u3001M2 \u5747\u4f53\u73b0<strong>\u975e\u5e73\u51e1\u6548\u5e94\u91cf\uff08Hedges\u2019 g &gt; 0.3\uff09<\/strong>\u7684\u9000\u5316\uff1b\u5b89\u5168\u4e0e\u4eba\u683c\u4e0a\uff0cM1 \u7684\u8d1f\u9762\u66f4\u663e\u8457\u3002<br>2\uff09\u5242\u91cf\u54cd\u5e94\uff1a\u4ee5 Llama3-8B \u4e3a\u4f8b\uff0cM1 \u8bbe\u5b9a\u4e0b\u5783\u573e\u5360\u6bd4\u4ece 0%\u2192100%\u65f6\uff0cARC-Challenge\uff08COT\uff09\u4e0e RULER-CWE \u663e\u8457\u4e0b\u6ed1\uff0874.9\u219257.2\uff1b84.4\u219252.3\uff09\uff0c\u5448\u5355\u8c03\u9000\u5316\u8d8b\u52bf\uff1bM2 \u8f83\u6e29\u548c\uff0c\u4f46\u5728\u5c11\u91cf\u63ba\u5165\u5bf9\u7167\u6570\u636e\u540e\u53ef\u8fc5\u901f\u56de\u8865\u90e8\u5206\u6027\u80fd\uff0c\u663e\u793a\u4e0d\u540c\u201c\u5783\u573e\u201d\u7ef4\u5ea6\u5bf9\u80fd\u529b\u9762\u7684\u5f71\u54cd\u673a\u5236\u5e76\u4e0d\u76f8\u540c\u3002<br>3\uff09\u5b89\u5168\u4e0e\u4eba\u683c\uff1aM1 \u4f1a\u63d0\u5347\u81ea\u604b\u3001\u7cbe\u795e\u75c5\u6001\u7b49\u201c\u9ed1\u6697\u7279\u8d28\u201d\uff0c\u964d\u4f4e\u5b9c\u4eba\u6027\u7b49\uff1b\u540c\u65f6\u4e5f\u89c2\u6d4b\u5230\u90e8\u5206\u201c\u6b63\u5411\u4eba\u683c\u201d\u968f\u6570\u636e\u98ce\u683c\u53d8\u5316\u800c\u6ce2\u52a8\uff0c\u63d0\u793a\u4eba\u683c\u91cf\u8868\u5728 LLM \u4e0a\u5448\u590d\u6742\u54cd\u5e94\u3002<\/p>\n\n\n\n<p>\u4e94\u3001\u5931\u6548\u673a\u7406\uff1a\u601d\u7ef4\u94fe\u201c\u8df3\u6b65\u201d\u4e3b\u5bfc\u9519\u8bef<br>\u4f5c\u8005\u57fa\u4e8e COT \u8f68\u8ff9\u5bf9 ARC-Challenge \u7684\u5931\u8d25\u6837\u4f8b\u505a\u7ec6\u7c92\u5ea6\u5f52\u56e0\uff0c\u5f52\u7eb3\u51fa\u4e94\u7c7b\u6a21\u5f0f\uff1a\u65e0\u601d\u8003\u3001\u65e0\u8ba1\u5212\u3001\u5728\u8ba1\u5212\u4e2d\u8df3\u6b65\u3001\u903b\u8f91\u9519\u8bef\u3001\u4e8b\u5b9e\u9519\u8bef\u3002\u5176\u4e2d<strong>\u201c\u65e0\u601d\u8003\/\u8df3\u6b65\u201d\u7c7b<\/strong>\u8986\u76d6\u4e86\u7edd\u5927\u591a\u6570\u5931\u8d25\uff08&gt;98% 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