{"id":4379,"date":"2024-08-19T19:51:55","date_gmt":"2024-08-19T11:51:55","guid":{"rendered":"https:\/\/nullthought.net\/?p=4379"},"modified":"2024-11-07T11:02:56","modified_gmt":"2024-11-07T03:02:56","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e8%bf%98%e6%98%af%e5%81%8f%e5%a5%bd%e8%87%aa%e7%84%b6%e8%af%ad%e8%a8%80%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4379","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u662f\u504f\u597d\u81ea\u7136\u8bed\u8a00\uff1f"},"content":{"rendered":"\n<p>\u8bba\u6587\u300a<strong><a href=\"https:\/\/arxiv.org\/abs\/2401.06416\" target=\"_blank\" rel=\"noreferrer noopener\">Mission: Impossible Language Models<\/a><\/strong>\u300b\u5bf9\u5f53\u524d\u5173\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u662f\u5426\u80fd\u591f\u5b66\u4e60\u201c\u4eba\u7c7b\u4e0d\u53ef\u80fd\u8bed\u8a00\u201d\u7684\u4e89\u8bba\u8fdb\u884c\u4e86\u6df1\u5165\u63a2\u8ba8\uff0c\u7279\u522b\u662f\u5bf9\u4e54\u59c6\u65af\u57fa\uff08<strong><a href=\"https:\/\/en.wikipedia.org\/wiki\/Noam_Chomsky\" target=\"_blank\" rel=\"noreferrer noopener\">Noam Chomsky<\/a><\/strong>\uff09\u53ca\u5176\u540c\u4e8b\u63d0\u51fa\u7684\u89c2\u70b9\u63d0\u51fa\u4e86\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aJulie Kallini, Isabel Papadimitriou, Richard Futrell, Kyle Mahowald, Christopher Potts\uff0c\u6765\u81eaStanford University\u3001University of California, Irvine\u548cUniversity of Texas, Austin\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u5bf9\u8bba\u6587\u5185\u5bb9\u6982\u8981\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<\/strong><\/h5>\n\n\n\n<p>\u4e54\u59c6\u65af\u57fa\u7b49\u4eba\u4e3b\u5f20\uff0cLLMs\u65e0\u8bba\u5728\u5b66\u4e60\u53ef\u80fd\u7684\u8fd8\u662f\u4e0d\u53ef\u80fd\u7684\u8bed\u8a00\u65f6\u8868\u73b0\u76f8\u540c\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u4e9b\u6a21\u578b\u5728\u533a\u5206\u53ef\u80fd\u548c\u4e0d\u53ef\u80fd\u8bed\u8a00\u65b9\u9762\u5b58\u5728\u6839\u672c\u6027\u5c40\u9650\u3002\u8fd9\u79cd\u89c2\u70b9\u76f4\u63a5\u5f71\u54cd\u4e86LLMs\u5728\u8ba4\u77e5\u79d1\u5b66\u548c\u8bed\u8a00\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u82e5\u6210\u7acb\uff0c\u5c06\u5927\u5927\u9650\u5236\u8fd9\u4e9b\u6a21\u578b\u5728\u7814\u7a76\u4eba\u7c7b\u8bed\u8a00\u5b66\u4e60\u673a\u5236\u4e2d\u7684\u4f5c\u7528\u3002\u672c\u6587\u65e8\u5728\u901a\u8fc7\u5b9e\u9a8c\u8bc1\u636e\u5bf9\u8fd9\u4e00\u89c2\u70b9\u63d0\u51fa\u8d28\u7591\uff0c\u63a2\u8ba8LLMs\u5728\u9762\u5bf9\u4eba\u7c7b\u6240\u8c13\u201c\u4e0d\u53ef\u80fd\u8bed\u8a00\u201d\u65f6\u7684\u8868\u73b0\uff0c\u8fdb\u800c\u4e3a\u5173\u4e8eLLMs\u4f5c\u4e3a\u8ba4\u77e5\u5de5\u5177\u7684\u6709\u6548\u6027\u63d0\u4f9b\u65b0\u7684\u89c1\u89e3\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u5408\u6210\u8bed\u8a00\u7684\u6784\u5efa\u4e0e\u5206\u7c7b<\/strong><\/h5>\n\n\n\n<p>\u4e3a\u4e86\u68c0\u9a8cLLMs\u5728\u4e0d\u53ef\u80fd\u8bed\u8a00\u4e0a\u7684\u5b66\u4e60\u80fd\u529b\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u5408\u6210\u8bed\u8a00\uff0c\u8fd9\u4e9b\u8bed\u8a00\u901a\u8fc7\u7cfb\u7edf\u5730\u4fee\u6539\u82f1\u8bed\u8bed\u6599\u5e93\u6765\u521b\u5efa\u3002\u8bba\u6587\u5c06\u8fd9\u4e9b\u8bed\u8a00\u5f52\u4e3a\u4e09\u4e2a\u4e3b\u8981\u7c7b\u522b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SHUFFLE \u7c7b<\/strong>\uff1a\u901a\u8fc7\u968f\u673a\u6253\u4e71\u82f1\u8bed\u5355\u8bcd\u987a\u5e8f\u6765\u521b\u5efa\u3002\u4f8b\u5982\uff0cNONDETERMINISTICSHUFFLE \u5bf9\u53e5\u5b50\u4e2d\u7684\u5355\u8bcd\u8fdb\u884c\u5b8c\u5168\u968f\u673a\u7684\u91cd\u6392\uff0c\u6240\u6709\u53e5\u5b50\u7684\u91cd\u6392\u89c4\u5219\u4e0d\u540c\u4e14\u4e0d\u53ef\u9006\uff1b\u800c DETERMINISTICSHUFFLE \u5219\u5bf9\u957f\u5ea6\u76f8\u540c\u7684\u53e5\u5b50\u8fdb\u884c\u4e00\u81f4\u7684\u6253\u4e71\uff0c\u4f46\u8fd9\u79cd\u6253\u4e71\u89c4\u5219\u4e0e\u8bed\u8a00\u5b66\u7279\u5f81\u65e0\u5173\u3002<\/li>\n\n\n\n<li><strong>REVERSE \u7c7b<\/strong>\uff1a\u901a\u8fc7\u90e8\u5206\u6216\u5b8c\u5168\u53cd\u8f6c\u53e5\u5b50\u4e2d\u7684\u5355\u8bcd\u987a\u5e8f\u3002\u4f8b\u5982\uff0cPARTIALREVERSE \u53ea\u5bf9\u90e8\u5206\u53e5\u5b50\u8fdb\u884c\u53cd\u8f6c\uff0c\u800c FULLREVERSE \u5bf9\u6574\u4e2a\u53e5\u5b50\u8fdb\u884c\u53cd\u8f6c\u3002<\/li>\n\n\n\n<li><strong>HOP \u7c7b<\/strong>\uff1a\u5f15\u5165\u57fa\u4e8e\u5355\u8bcd\u6216\u6807\u8bb0\u4f4d\u7f6e\u8ba1\u6570\u7684\u8bed\u6cd5\u89c4\u5219\uff0c\u8fd9\u7c7b\u8bed\u8a00\u6a21\u62df\u4e86\u4e00\u79cd\u4e0d\u81ea\u7136\u7684\u8bed\u6cd5\u4f9d\u8d56\u5f62\u5f0f\uff0c\u7279\u522b\u662f\u901a\u8fc7\u5728\u52a8\u8bcd\u540e\u63d2\u5165\u7279\u6b8a\u6807\u8bb0\u6765\u8868\u793a\u65f6\u6001\u548c\u6570\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u4e0d\u53ef\u80fd\u8bed\u8a00\u7684\u8bbe\u8ba1\uff0c\u65e8\u5728\u6a21\u62df\u4e00\u79cd\u201c\u53ef\u80fd\u6027\u8fde\u7eed\u4f53\u201d\uff0c\u5373\u4ece\u6700\u4e0d\u53ef\u80fd\u7684\u8bed\u8a00\uff08\u5982\u5b8c\u5168\u968f\u673a\u7684\u5355\u8bcd\u5e8f\u5217\uff09\u5230\u63a5\u8fd1\u53ef\u80fd\u7684\u8bed\u8a00\uff08\u5982\u5c40\u90e8\u6253\u4e71\u7684\u53e5\u5b50\u7ed3\u6784\uff09\uff0c\u63a2\u8ba8LLMs\u5728\u8fd9\u4e9b\u8bed\u8a00\u4e0a\u7684\u8868\u73b0\u5dee\u5f02\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u6267\u884c<\/strong><\/h5>\n\n\n\n<p>\u4f5c\u8005\u901a\u8fc7\u4e09\u4e2a\u5b9e\u9a8c\u6765\u8bc4\u4f30GPT-2\u6a21\u578b\u5728\u8fd9\u4e9b\u5408\u6210\u8bed\u8a00\u4e0a\u7684\u5b66\u4e60\u6548\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9e\u9a8c1\uff1a\u8bed\u8a00\u6a21\u578b\u53cd\u6620\u4e0d\u53ef\u80fd\u6027\u8fde\u7eed\u4f53<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8be5\u5b9e\u9a8c\u4f7f\u7528\u56f0\u60d1\u5ea6\uff08Perplexity\uff09\u4f5c\u4e3a\u8861\u91cf\u6807\u51c6\uff0c\u6d4b\u8bd5\u6a21\u578b\u5728\u5b66\u4e60\u4e0d\u540c\u8bed\u8a00\u65f6\u7684\u6548\u7387\u3002\u56f0\u60d1\u5ea6\u8d8a\u4f4e\uff0c\u8bf4\u660e\u6a21\u578b\u5bf9\u8bed\u8a00\u7684\u638c\u63e1\u7a0b\u5ea6\u8d8a\u9ad8\u3002\u7ed3\u679c\u8868\u660e\uff0c\u6a21\u578b\u5728\u53ef\u80fd\u8bed\u8a00\u4e0a\u7684\u56f0\u60d1\u5ea6\u663e\u8457\u4f4e\u4e8e\u5728\u4e0d\u53ef\u80fd\u8bed\u8a00\u4e0a\u7684\u56f0\u60d1\u5ea6\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u5904\u7406\u8fd9\u4e9b\u4e0d\u53ef\u80fd\u8bed\u8a00\u65f6\u9047\u5230\u4e86\u66f4\u5927\u7684\u6311\u6218\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b9e\u9a8c2\uff1a\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u6cd5\u504f\u597d<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8be5\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u6df1\u5165\u63a2\u8ba8\u4e86 *HOP \u7c7b\u8bed\u8a00\uff0c\u7279\u522b\u662f\u6a21\u578b\u5bf9\u57fa\u4e8e\u8ba1\u6570\u7684\u52a8\u8bcd\u6807\u8bb0\u89c4\u5219\u7684\u5b66\u4e60\u80fd\u529b\u3002\u4f7f\u7528\u60ca\u8bb6\u5ea6\uff08Surprisal\uff09\u4f5c\u4e3a\u5ea6\u91cf\u5de5\u5177\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u6a21\u578b\u5728\u5904\u7406\u53ef\u80fd\u7684\u8bed\u6cd5\u7ed3\u6784\u65f6\uff0c\u80fd\u66f4\u597d\u5730\u9884\u6d4b\u8bed\u6cd5\u6807\u8bb0\u7684\u4f4d\u7f6e\uff0c\u800c\u5728\u4e0d\u53ef\u80fd\u8bed\u6cd5\u7ed3\u6784\u4e2d\u5219\u8868\u73b0\u51fa\u66f4\u5927\u7684\u60ca\u8bb6\u5ea6\u3002\u8fd9\u8868\u660eLLMs\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4fdd\u7559\u4e86\u5bf9\u81ea\u7136\u8bed\u6cd5\u7ed3\u6784\u7684\u504f\u597d\uff0c\u5373\u4f7f\u9762\u5bf9\u4eba\u4e3a\u8bbe\u8ba1\u7684\u4e0d\u81ea\u7136\u89c4\u5219\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b9e\u9a8c3\uff1a\u8bed\u8a00\u6a21\u578b\u5185\u90e8\u673a\u5236\u7684\u63a2\u67e5<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e86\u4e86\u89e3\u6a21\u578b\u5982\u4f55\u5728\u5185\u90e8\u5904\u7406\u8fd9\u4e9b\u4e0d\u81ea\u7136\u7684\u8bed\u8a00\u89c4\u5219\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u56e0\u679c\u62bd\u8c61\u5206\u6790\uff08Causal Abstraction Analysis\uff09\u3002\u901a\u8fc7\u5728\u6a21\u578b\u7684\u4e0d\u540c\u5c42\u548c\u4f4d\u7f6e\u8fdb\u884c\u66ff\u6362\u64cd\u4f5c\uff08Interchange Intervention\uff09\uff0c\u7814\u7a76\u6a21\u578b\u5728\u5904\u7406\u52a8\u8bcd\u6807\u8bb0\u4efb\u52a1\u65f6\u7684\u5185\u90e8\u4fe1\u606f\u6d41\u52a8\u548c\u51b3\u7b56\u673a\u5236\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5373\u4f7f\u9762\u5bf9\u4e0d\u81ea\u7136\u7684\u8bed\u6cd5\u89c4\u5219\uff0c\u6a21\u578b\u4ecd\u7136\u503e\u5411\u4e8e\u53d1\u5c55\u51fa\u6a21\u5757\u5316\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8868\u660e\u5b83\u4eec\u5185\u90e8\u7684\u5904\u7406\u673a\u5236\u5bf9\u81ea\u7136\u8bed\u6cd5\u89c4\u5219\u66f4\u4e3a\u654f\u611f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4. <strong>\u7ed3\u679c\u4e0e\u8ba8\u8bba<\/strong><\/h5>\n\n\n\n<p>\u8bba\u6587\u5f97\u51fa\u7684\u6838\u5fc3\u7ed3\u8bba\u662f\uff0cGPT-2\u6a21\u578b\u5728\u5b66\u4e60\u4e0d\u53ef\u80fd\u8bed\u8a00\u65f6\u8868\u73b0\u4e0d\u5982\u5728\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u65f6\u6709\u6548\uff0c\u8fd9\u4e0e\u4e54\u59c6\u65af\u57fa\u7b49\u4eba\u8ba4\u4e3aLLMs\u5728\u5b66\u4e60\u53ef\u80fd\u4e0e\u4e0d\u53ef\u80fd\u8bed\u8a00\u4e0a\u80fd\u529b\u76f8\u540c\u7684\u89c2\u70b9\u76f8\u77db\u76fe\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c<strong>\u8fd9\u9879\u7814\u7a76\u8868\u660eLLMs\u5bf9\u81ea\u7136\u8bed\u8a00\u7ed3\u6784\u7684\u5b66\u4e60\u5b58\u5728\u4e00\u5b9a\u7684\u504f\u597d\uff0c\u8fd9\u79cd\u504f\u597d\u53ef\u80fd\u4e0e\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\u548c\u5f52\u7eb3\u504f\u5dee\uff08inductive bias\uff09\u6709\u5173\uff0c\u7279\u522b\u662f\u5728\u4fe1\u606f\u5c40\u90e8\u6027\uff08Information Locality\uff09\u65b9\u9762\u7684\u8868\u73b0<\/strong>\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">5. <strong>\u8fdb\u4e00\u6b65\u7814\u7a76\u7684\u542f\u793a<\/strong><\/h5>\n\n\n\n<p>\u672c\u6587\u7684\u7814\u7a76\u7ed3\u679c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u542f\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u63a2\u8ba8\u4e0d\u540cLLM\u67b6\u6784\u5728\u5904\u7406\u4e0d\u53ef\u80fd\u8bed\u8a00\u4e0a\u7684\u8868\u73b0\u662f\u5426\u4e00\u81f4\uff0c\u80fd\u5426\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u67b6\u6784\u6216\u8bad\u7ec3\u65b9\u6cd5\u6539\u5584\u8fd9\u4e9b\u6a21\u578b\u5728\u4e0d\u53ef\u80fd\u8bed\u8a00\u4e0a\u7684\u5b66\u4e60\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5176\u6b21\uff0c\u7814\u7a76LLMs\u7684\u5185\u90e8\u673a\u5236\u4e0e\u4eba\u7c7b\u8bed\u8a00\u5904\u7406\u673a\u5236\u4e4b\u95f4\u7684\u5f02\u540c\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3LLMs\u5728\u8ba4\u77e5\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u901a\u8fc7\u5bf9\u81ea\u7136\u8bed\u8a00\u4e0e\u5408\u6210\u4e0d\u53ef\u80fd\u8bed\u8a00\u7684\u5bf9\u6bd4\u7814\u7a76\uff0c\u53ef\u4ee5\u66f4\u6e05\u695a\u5730\u754c\u5b9aLLMs\u5728\u8bed\u8a00\u5b66\u4e60\u4e2d\u7684\u5f52\u7eb3\u504f\u597d\uff0c\u4ece\u800c\u4e3a\u8bed\u8a00\u5b66\u4e2d\u7684\u4e00\u4e9b\u957f\u671f\u4e89\u8bae\uff08\u5982\u666e\u904d\u8bed\u6cd5\uff09\u63d0\u4f9b\u65b0\u7684\u8bc1\u636e\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u300aMission: 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