{"id":1072605,"date":"2023-07-12T22:37:00","date_gmt":"2023-07-13T05:37:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072605"},"modified":"2024-09-25T03:55:04","modified_gmt":"2024-09-25T10:55:04","slug":"acl-2023-foundation-models","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/acl-2023-foundation-models\/","title":{"rendered":"ACL 2023 | \u6301\u7eed\u8fdb\u5316\u4e2d\u7684\u8bed\u8a00\u57fa\u7840\u6a21\u578b"},"content":{"rendered":"\n<p>\u5c3d\u7ba1\u5982\u4eca\u7684 AI \u6a21\u578b\u5df2\u7ecf\u5177\u5907\u4e86\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u4f46\u79d1\u7814\u4eba\u5458\u5e76\u6ca1\u6709\u505c\u6b62\u5bf9\u6a21\u578b\u7684\u4e0d\u65ad\u6539\u5584\u548c\u7406\u8bba\u63a2\u7d22\u3002\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u6280\u672f\u59cb\u7ec8\u5728\u5feb\u901f\u53d8\u5316\u548c\u53d1\u5c55\u5f53\u4e2d\uff0c\u915d\u917f\u7740\u65b0\u7684\u6f6e\u6d41\u548c\u7a81\u7834\u3002<\/p>\n\n\n\n<p>NLP \u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u56fd\u9645\u8ba1\u7b97\u8bed\u8a00\u5b66\u5e74\u4f1a (Annual Meeting of the Association for Computational Linguistics\uff0c\u7b80\u79f0 ACL) \u662f\u5173\u5fc3 NLP \u9886\u57df\u7684\u7814\u7a76\u8005\u4eec\u89c2\u5bdf\u52a8\u5411\u7684\u5173\u952e\u7a97\u53e3\u3002\u57282023\u5e747\u67089-14\u65e5\u4e8e\u52a0\u62ff\u5927\u591a\u4f26\u591a\u4e3e\u884c\u7684 ACL 2023 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6709\u591a\u7bc7\u9488\u5bf9\u57fa\u7840\u6a21\u578b\u7684\u8bba\u6587\u88ab ACL 2023 \u6536\u5f55\uff0c\u8bba\u6587\u4e3b\u9898\u56ca\u62ec\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u5b66\u4e60\u673a\u5236\u3001\u8bad\u7ec3\u65b9\u6cd5\u3001\u6a21\u578b\u7684\u4ee3\u7801\u6267\u884c\u4ee5\u53ca\u6a21\u578b\u7684\u957f\u5ea6\u5916\u63a8\u95ee\u9898\u3002\u4eca\u5929\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u76f8\u5173\u76844\u7bc7\u524d\u6cbf\u5de5\u4f5c\u5427\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u79cd\u652f\u6301\u957f\u5ea6\u5916\u63a8\u7684transformer\u67b6\u6784\">\u4e00\u79cd\u652f\u6301\u957f\u5ea6\u5916\u63a8\u7684Transformer\u67b6\u6784<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"908\" height=\"180\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-1.png\" alt=\"paper screenshot\" class=\"wp-image-1072749\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-1.png 908w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-1-300x59.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-1-768x152.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-1-240x48.png 240w\" sizes=\"auto, (max-width: 908px) 100vw, 908px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2212.10554<\/p>\n\n\n\n<p>\u5728 Transformers \u6a21\u578b\u4e2d\uff0c\u4f4d\u7f6e\u5efa\u6a21\u5bf9\u4e8e\u6355\u6349\u5e8f\u5217\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u5173\u6ce8\u957f\u5ea6\u5916\u63a8\u95ee\u9898\uff0c\u5176\u76ee\u7684\u662f\u5728\u77ed\u6587\u672c\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u540c\u65f6\u6d4b\u8bd5\u66f4\u957f\u7684\u5e8f\u5217\u3002\u4e3a\u4e86\u8861\u91cf\u8fd9\u79cd\u5916\u63a8\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u6982\u5ff5\u5e76\u79f0\u4e4b\u4e3a\u6ce8\u610f\u529b\u5206\u8fa8\u7387\uff0c\u5e76\u63d0\u51fa\u4e86\u4e24\u79cd\u8bbe\u8ba1\uff0c\u65e8\u5728\u6539\u5584 Transformer \u6a21\u578b\u5728\u8fd9\u4e00\u6307\u6807\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u65b9\u6cd5\uff0c\u901a\u8fc7\u663e\u5f0f\u5730\u6700\u5927\u5316\u6ce8\u610f\u529b\u5206\u8fa8\u7387\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u5916\u63a8\u80fd\u529b\u3002\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u6355\u6349\u5e8f\u5217\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ece\u800c\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u5177\u6709\u66f4\u597d\u7684\u6027\u80fd\u3002\u4e0e\u4f20\u7edf\u7684\u7edd\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u66f4\u597d\u5730\u9002\u5e94\u4e0d\u540c\u957f\u5ea6\u7684\u8f93\u5165\u5e8f\u5217\uff0c\u56e0\u6b64\u6709\u52a9\u4e8e\u63d0\u9ad8\u6a21\u578b\u5728\u957f\u5ea6\u5916\u63a8\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u4e3a\u4e86\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u63d0\u9ad8\u6548\u7387\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u5206\u5757\u63a9\u7801\u6280\u672f\u3002\u901a\u8fc7\u5c06\u8f93\u5165\u5e8f\u5217\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u5e76\u5728\u6bcf\u4e2a\u5757\u4e0a\u5e94\u7528\u63a9\u7801\uff0c\u7814\u7a76\u5458\u4eec\u53ef\u4ee5\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u8fdb\u800c\u63d0\u9ad8\u5904\u7406\u901f\u5ea6\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002\u5c06\u8fd9\u4e24\u79cd\u8bbe\u8ba1\u7ed3\u5408\u8d77\u6765\uff0c\u5c31\u5f97\u5230\u4e86\u4e00\u79cd\u65b0\u7684\u67b6\u6784\u2014\u2014\u957f\u5ea6\u53ef\u5916\u63a8 Transformer (Length-Extrapolatable Transformer)\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u4e0a\u5bf9\u4e0d\u540c\u7684 Transformer \u53d8\u4f53\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u4ee5\u8bc4\u4f30\u8fd9\u79cd\u65b0\u578b Transformer \u7684\u6027\u80fd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u957f\u5ea6\u53ef\u5916\u63a8 Transformer \u5728\u63d2\u503c\u548c\u5916\u63a8\u65b9\u9762\u90fd\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u548c\u5206\u5757\u63a9\u7801\u7684\u5f15\u5165\u4e5f\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u957f\u5e8f\u5217\uff0c\u4ece\u800c\u5728\u957f\u5ea6\u5916\u63a8\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u6b64\u5916\uff0c\u5728\u4fdd\u6301\u51c6\u786e\u6027\u7684\u540c\u65f6\uff0c\u5206\u5757\u63a9\u7801\u8fd8\u5927\u5927\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"770\" height=\"314\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-2.png\" alt=\"\u88681\uff1a\u5404\u79cd\u4f4d\u7f6e\u7f16\u7801\u7684\u6bd4\u8f83\uff0c\u957f\u5ea6\u53ef\u5916\u63a8 Transformer \u5728\u5e73\u79fb\u4e0d\u53d8\u6027\u548c\u957f\u5ea6\u5916\u63a8\u6027\u65b9\u9762\u5177\u6709\u660e\u663e\u4f18\u52bf\u3002\" class=\"wp-image-1072752\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-2.png 770w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-2-300x122.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-2-768x313.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-2-240x98.png 240w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u5404\u79cd\u4f4d\u7f6e\u7f16\u7801\u7684\u6bd4\u8f83\uff0c\u957f\u5ea6\u53ef\u5916\u63a8 Transformer \u5728\u5e73\u79fb\u4e0d\u53d8\u6027\u548c\u957f\u5ea6\u5916\u63a8\u6027\u65b9\u9762\u5177\u6709\u660e\u663e\u4f18\u52bf\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45525\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u4ee3\u7801\u6267\u884c\u6a21\u578b\">\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u4ee3\u7801\u6267\u884c\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"567\" height=\"106\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-3.png\" alt=\"paper screenshot\" class=\"wp-image-1072755\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-3.png 567w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-3-300x56.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-3-240x45.png 240w\" sizes=\"auto, (max-width: 567px) 100vw, 567px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2305.05383<\/p>\n\n\n\n<p>\u4ee3\u7801\u6267\u884c\u662f\u7406\u89e3\u4ee3\u7801\u8bed\u4e49\u7684\u91cd\u8981\u65b9\u5f0f\uff0c\u4f46\u5982\u4eca\u7684\u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b\u90fd\u6ca1\u6709\u8003\u8651\u8ba9\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u6267\u884c\u4ee3\u7801\u3002\u5728\u672c\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u6784\u9020\u4e86\u4e09\u4e2a Python \u4ee3\u7801\u6267\u884c\u6570\u636e\u96c6\uff0c\u8bb0\u5f55\u4e0b\u4e86\u6570\u767e\u4e07\u6761\u4ee3\u7801\u7684\u6267\u884c\u8f68\u8ff9\u548c\u4e2d\u95f4\u7ed3\u679c\uff0c\u8ba9\u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u628a\u4ee3\u7801\u8f93\u5165\u7ed9\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u4e00\u6b65\u4e00\u6b65\u5730\u201c\u6267\u884c\u201d\u7a0b\u5e8f\uff0c\u8f93\u51fa\u5f53\u524d\u6267\u884c\u7684\u884c\u53f7\uff0c\u4ee5\u53ca\u6240\u6709\u5c40\u90e8\u53d8\u91cf\u7684\u503c\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"854\" height=\"268\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-4.png\" alt=\"\u56fe1\uff1a\u6570\u636e\u6837\u4f8b\u3002(a)\u662f\u4e00\u6bb5 Python \u4ee3\u7801\u3002(b)\u662f\u76f8\u5e94\u7684\u4ee3\u7801\u6267\u884c\u8f68\u8ff9\uff0c\u5305\u62ec\u5f53\u524d\u6267\u884c\u7684\u884c\u53f7 line \u548c\u6267\u884c\u540e\u6240\u6709\u5c40\u90e8\u53d8\u91cf\u7684\u503c state\u3002\" class=\"wp-image-1072758\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-4.png 854w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-4-300x94.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-4-768x241.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-4-240x75.png 240w\" sizes=\"auto, (max-width: 854px) 100vw, 854px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u6570\u636e\u6837\u4f8b\u3002(a)\u662f\u4e00\u6bb5 Python \u4ee3\u7801\u3002(b)\u662f\u76f8\u5e94\u7684\u4ee3\u7801\u6267\u884c\u8f68\u8ff9\uff0c\u5305\u62ec\u5f53\u524d\u6267\u884c\u7684\u884c\u53f7 line \u548c\u6267\u884c\u540e\u6240\u6709\u5c40\u90e8\u53d8\u91cf\u7684\u503c state\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45527\"><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u9010\u6b65\u5730\u5b66\u4e60\u4ee3\u7801\u6267\u884c\uff0c\u7814\u7a76\u7684\u6570\u636e\u96c6\u4ece\u5355\u884c\u4ee3\u7801\u5230 Python \u7684\u5b98\u65b9\u6559\u7a0b\u793a\u4f8b\u4ee3\u7801\uff0c\u518d\u5230\u7b97\u6cd5\u9898\u4ee3\u7801\uff0c\u7531\u6613\u81f3\u96be\u5730\u8ba9\u6a21\u578b\u8fdb\u884c\u5b66\u4e60\u3002\u7814\u7a76\u5458\u4eec\u8fd8\u57fa\u4e8e\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u7684\u7a81\u53d8\u6d4b\u8bd5\uff0c\u5bf9\u4ee3\u7801\u4f7f\u7528\u4e86\u5341\u4f59\u79cd\u7a81\u53d8\u8fdb\u884c\u6570\u636e\u589e\u5f3a\uff0c\u5e0c\u671b\u53ef\u4ee5\u5bf9\u6a21\u578b\u8fdb\u884c\u66f4\u5145\u5206\u5730\u8bad\u7ec3\uff0c\u6700\u540e\u5171\u5f97\u5230\u4e09\u4e2a\u6570\u636e\u96c6\u5171\u8ba11300\u4e07\u6761\u4ee3\u7801\u53ca\u5176\u6267\u884c\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\u5728 SOTA \u7684\u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b UniXcoder \u7684\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u7528\u4e86\u8bfe\u7a0b\u5b66\u4e60\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u9488\u5bf9\u4ee3\u7801\u6267\u884c\u4efb\u52a1\u8fdb\u884c\u4e86\u7ee7\u7eed\u8bad\u7ec3\u3002\u5bf9\u6bd4\u5177\u6709100\u500d\u53c2\u6570\u91cf\uff0c\u4f46\u672a\u7ecf\u8fc7\u4ee3\u7801\u6267\u884c\u8bad\u7ec3\u7684 Codex \u6a21\u578b\uff0cCodeExecutor \u5728\u6267\u884c\u7b80\u5355\u7a0b\u5e8f\u7684\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5f88\u9ad8\u7684\u6267\u884c\u6b63\u786e\u7387\uff0c\u5e76\u4e14\u6709\u80fd\u529b\u201c\u6267\u884c\u201d\u8f83\u4e3a\u590d\u6742\u7684\u7b97\u6cd5\u9898\u4ee3\u7801\u3002\u8bad\u7ec3\u540e\u7684\u6a21\u578b CodeExecutor \u5728\u4e09\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u7684\u7ed3\u679c\u5982\u88682\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"281\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-5.png\" alt=\"\u88682\uff1a\u5b9e\u9a8c\u7ed3\u679c\uff0cSingleLine, Tutorial \u548c CodeNetMut \u662f\u7531\u6613\u5230\u96be\u7684\u4e09\u4e2a\u6570\u636e\u96c6\uff0cCEL-Si \u662f\u5206\u522b\u5728\u7b2c i \u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0cw\/o CL \u662f\u6ca1\u6709\u4f7f\u7528\u8bfe\u7a0b\u5b66\u4e60\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u4e00\u8d77\u8bad\u7ec3\u7684\u6a21\u578b\u3002\" class=\"wp-image-1072761\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-5.png 771w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-5-300x109.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-5-768x280.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-5-240x87.png 240w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1a\u5b9e\u9a8c\u7ed3\u679c\uff0cSingleLine, Tutorial \u548c CodeNetMut \u662f\u7531\u6613\u5230\u96be\u7684\u4e09\u4e2a\u6570\u636e\u96c6\uff0cCEL-Si \u662f\u5206\u522b\u5728\u7b2c i \u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0cw\/o CL \u662f\u6ca1\u6709\u4f7f\u7528\u8bfe\u7a0b\u5b66\u4e60\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u4e00\u8d77\u8bad\u7ec3\u7684\u6a21\u578b\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45528\"><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5bf9 CodeNetMut \u4e2d\u768450\u6761\u6570\u636e\u8fdb\u884c\u4e86\u4eba\u5de5\u5206\u6790\uff0c\u53d1\u73b0\u6a21\u578b\u5df2\u7ecf\u57fa\u672c\u7406\u89e3\u4e86\u4ee3\u7801\u4e2d\u7684\u63a7\u5236\u6d41\uff0c\u5bf9\u4e8e\u5faa\u73af\u548c\u5206\u652f\u7684\u6267\u884c\u8f68\u8ff9\u9884\u6d4b\u8f83\u4e3a\u51c6\u786e\uff0c\u4f46\u96be\u4ee5\u6267\u884c\u5bf9\u4e8e\u590d\u6742\u7684\u6570\u636e\u7ed3\u6784\uff0c\u5982\u6570\u7ec4\u548c\u5b57\u7b26\u4e32\u7684\u4e00\u4e9b\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u5c06 CodeExecutor \u5e94\u7528\u5230\u4e24\u4e2a\u4e0b\u6e38\u4efb\u52a1\uff1a\u4ee3\u7801-\u4ee3\u7801\u641c\u7d22\u548c\u4ee3\u7801\u751f\u6210\u4e0a\uff0c\u53d1\u73b0\u53ef\u4ee5\u663e\u8457\u5730\u63d0\u5347\u539f\u672c\u6a21\u578b\u7684\u6548\u679c\uff0c\u8bc1\u660e\u4e86\u4ee3\u7801\u6267\u884c\u53ef\u4ee5\u5e2e\u52a9\u9884\u8bad\u7ec3\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u4ee3\u7801\u8bed\u4e49\uff0c\u4ece\u800c\u5e2e\u52a9\u7406\u89e3\u548c\u751f\u6210\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"picl-\u5728\u9884\u8bad\u7ec3\u4e2d\u5b66\u4e60\u5982\u4f55\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\">PICL: \u5728\u9884\u8bad\u7ec3\u4e2d\u5b66\u4e60\u5982\u4f55\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"202\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6-1024x202.png\" alt=\"paper screenshot\" class=\"wp-image-1072764\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6-1024x202.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6-300x59.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6-768x152.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6-240x47.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-6.png 1054w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2305.09137<\/p>\n\n\n\n<p>\u968f\u7740\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u56e0\u5176\u4e0d\u9700\u8981\u5bf9\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\uff0c\u4e14\u4ec5\u4ec5\u5229\u7528\u5c11\u91cf\u6837\u672c\u4fbf\u80fd\u8fbe\u5230\u8f83\u597d\u7684\u6548\u679c\uff0c\u800c\u9010\u6e10\u53d7\u5230\u5173\u6ce8\u3002\u4ee5\u524d\u7684\u5de5\u4f5c\u4e3b\u8981\u5c1d\u8bd5\u5728\u4e0b\u6e38\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5143\u5b66\u4e60\u6765\u589e\u5f3a\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u5f80\u5f80\u4f1a\u53d7\u4eba\u5de5\u6570\u636e\u6570\u91cf\u3001\u591a\u6837\u6027\u7684\u9650\u5236\uff0c\u5e76\u4e14\u5f15\u5165\u8f93\u5165\/\u8f93\u51fa\u5f62\u5f0f\u7684\u504f\u7f6e\u3002\u56e0\u6b64\u672c\u6587\u63d0\u51fa\u4e86\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u76f4\u63a5\u589e\u5f3a\u6a21\u578b\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u9884\u8bad\u7ec3\u6846\u67b6\uff1aPICL\u3002<\/p>\n\n\n\n<p>PICL \u6846\u67b6\u57fa\u4e8e\u4e00\u4e2a\u81ea\u7136\u7684\u89c2\u5bdf\uff1a\u81ea\u7136\u6587\u672c\u6bb5\u843d\u5929\u7136\u5730\u5305\u542b\u4e86\u201c\u5185\u7980\u4efb\u52a1\u201d\u3002\u4f8b\u5982\uff1a\u201c\u6211\u4eca\u5929\u5f88\u9ad8\u5174\uff0c\u56e0\u4e3a\u963f\u6839\u5ef7\u62ff\u4e86\u4e16\u754c\u676f\u51a0\u519b\u3002\u201d\u8fd9\u53e5\u8bdd\u5c31\u5305\u542b\u4e86\u60c5\u611f\u5206\u6790\u7684\u4efb\u52a1\u3002\u5982\u679c\u5c06\u5177\u6709\u76f8\u540c\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u6bb5\u843d\u805a\u5728\u4e00\u8d77\uff0c\u6a21\u578b\u4fbf\u53ef\u5229\u7528\u8fd9\u4e9b\u4efb\u52a1\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u201c\u5143\u5b66\u4e60\u201d\u3002\u5176\u597d\u5904\u5728\u4e8e\uff0c\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u6837\u672c\u6765\u81ea\u4e8e\u81ea\u7136\u6587\u672c\u6bb5\u843d\uff0c\u8f93\u5165\/\u8f93\u51fa\u5f62\u5f0f\u7684\u504f\u7f6e\u8f83\u5c11\uff0c\u4e14\u8db3\u591f\u591a\u6837\u3002\u4e3a\u4e86\u805a\u96c6\u6709\u76f8\u540c\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u6bb5\u843d\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u8bad\u7ec3\u4e86\u4e00\u4e2a\u68c0\u7d22\u5668\uff0c\u6765\u68c0\u7d22\u5c5e\u4e8e\u76f8\u540c\u4efb\u52a1\u7684\u6587\u672c\uff0c\u7136\u540e\u5c06\u68c0\u7d22\u5668\u5e94\u7528\u5728\u9884\u8bad\u7ec3\u8bed\u6599\u4e0a\uff0c\u5bf9\u4efb\u4f55\u81ea\u7136\u6587\u672c\u7684\u8f93\u5165\uff0c\u68c0\u7d22\u51fa\u5305\u542b\u76f8\u540c\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u6bb5\u843d\u3002\u6700\u540e\u518d\u5c06\u68c0\u7d22\u51fa\u6765\u7684\u6bb5\u843d\u62fc\u63a5\u6210\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u5f62\u5f0f\uff0c\u5e76\u4f7f\u7528\u7b80\u5355\u7684\u8bed\u8a00\u6a21\u578b\u76ee\u6807\u5728\u62fc\u63a5\u540e\u7684\u6837\u672c\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"356\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7-1024x356.png\" alt=\"\u56fe2: \u5de6\u8fb9\u662f\u5927\u89c4\u6a21\u7eaf\u6587\u672c\u8bed\u6599 OpenWebText \u4e2d\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u4f8b\u5b50\u3002\u53f3\u8fb9\u662f PICL \u6846\u67b6\u7684\u793a\u610f\u56fe\" class=\"wp-image-1072767\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7-1024x356.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7-300x104.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7-768x267.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7-240x83.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-7.png 1052w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2: \u5de6\u8fb9\u662f\u5927\u89c4\u6a21\u7eaf\u6587\u672c\u8bed\u6599 OpenWebText \u4e2d\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u4f8b\u5b50\u3002\u53f3\u8fb9\u662f PICL \u6846\u67b6\u7684\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45530\"><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u53d1\u73b0\uff0c\u68c0\u7d22\u5668\u786e\u5b9e\u53ef\u4ee5\u627e\u5230\u5177\u6709\u76f8\u540c\u201c\u5185\u7980\u4efb\u52a1\u201d\u7684\u6bb5\u843d\uff0c\u8bb8\u591a\u6bb5\u843d\u90fd\u5305\u542b\u68c0\u7d22\u5668\u8bad\u7ec3\u96c6\u4e2d\u6ca1\u6709\u7684\u4efb\u52a1\uff0c\u5145\u5206\u8bf4\u660e\u4e86\u81ea\u7136\u8bed\u8a00\u6587\u672c\u4e2d\u201c\u5185\u7980\u4efb\u52a1\u201d \u7684\u591a\u6837\u6027\u3002\u540c\u65f6\uff0cPICL \u6846\u67b6\u4e0b\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u6574\u4f53\u4e0a\u4e0b\u6587\u5b66\u4e60\u6027\u80fd\u548c\u591a\u4efb\u52a1\u7684\u6cdb\u5316\u6027\uff0c\u76f8\u6bd4\u4e8e\u57fa\u7ebf\u90fd\u6709\u8f83\u5927\u63d0\u5347\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"gpt\u4e3a\u4ec0\u4e48\u80fd\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60-\u8bed\u8a00\u6a21\u578b\u9690\u5f0f\u5730\u6267\u884c\u68af\u5ea6\u4e0b\u964d\">GPT\u4e3a\u4ec0\u4e48\u80fd\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff1f\u8bed\u8a00\u6a21\u578b\u9690\u5f0f\u5730\u6267\u884c\u68af\u5ea6\u4e0b\u964d<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"212\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8-1024x212.png\" alt=\"paper screenshot\" class=\"wp-image-1072770\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8-1024x212.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8-300x62.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8-768x159.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8-240x50.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-8.png 1220w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2212.10559<\/p>\n\n\n\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/aka.ms\/icl<\/p>\n\n\n\n<p>\u968f\u7740\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u548c\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u7684\u4e0d\u65ad\u6269\u5927\uff0c\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u80fd\u529b\u3002\u4ec5\u9700\u8981\u51e0\u4e2a\u6f14\u793a\u7684\u201c\u8f93\u5165-\u6807\u7b7e\u201d\u5bf9\uff0c\u5b83\u4eec\u5c31\u53ef\u4ee5\u5728\u4e0d\u8fdb\u884c\u53c2\u6570\u66f4\u65b0\u7684\u60c5\u51b5\u4e0b\u4e3a\u4ece\u672a\u89c1\u8fc7\u7684\u8f93\u5165\u9884\u6d4b\u5176\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5728\u6027\u80fd\u65b9\u9762\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u4f46\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u5de5\u4f5c\u673a\u5236\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u89e3\u4e4b\u8c1c\u3002\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u8bed\u8a00\u6a21\u578b\u89e3\u91ca\u4e3a\u4e00\u4e2a\u5143\u4f18\u5316\u5668\uff08meta-optimizer\uff09\uff0c\u5e76\u5c06\u4e0a\u4e0b\u6587\u5b66\u4e60\u7406\u89e3\u4e3a\u4e00\u79cd\u9690\u5f0f\u7684\u5fae\u8c03\u8fc7\u7a0b\u3002\u7814\u7a76\u5458\u4eec\u9996\u5148\u53d1\u73b0 Transformer \u4e2d\u7684\u6ce8\u610f\u529b\u673a\u5236\u548c\u57fa\u4e8e\u68af\u5ea6\u4e0b\u964d\u7684\u4f18\u5316\u5177\u6709\u5bf9\u5076\u5f62\u5f0f\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u4e0a\u4e0b\u6587\u5b66\u4e60\u7406\u89e3\u4e3a\u8fd9\u6837\u4e00\u4e2a\u8fc7\u7a0b\uff1aGPT \u9996\u5148\u6839\u636e\u6f14\u793a\u6837\u672c\u751f\u6210\u5143\u68af\u5ea6\uff08meta-gradient\uff09\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u5143\u68af\u5ea6\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5e94\u7528\u5230\u539f\u59cb\u7684 GPT \u6a21\u578b\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u4ece\u800c\u8fbe\u5230\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u76ee\u7684\u3002\u7814\u7a76\u5458\u4eec\u5168\u9762\u5730\u6bd4\u8f83\u4e86\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\u663e\u5f0f\u5fae\u8c03\u5728\u771f\u5b9e NLP \u4efb\u52a1\u4e2d\u7684\u884c\u4e3a\uff0c\u4e3a\u8fd9\u79cd\u7406\u89e3\u63d0\u4f9b\u4e86\u7ecf\u9a8c\u8bc1\u636e\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4ece\u591a\u4e2a\u89d2\u5ea6\u6765\u89c2\u5bdf\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u4e0e\u663e\u5f0f\u5fae\u8c03\u7684\u884c\u4e3a\u90fd\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u6027\uff0c\u9a8c\u8bc1\u4e86\u672c\u6587\u7406\u89e3\u7684\u6b63\u786e\u6027\u3002\u8fdb\u4e00\u6b65\u5730\uff0c\u53d7 Transformer \u6ce8\u610f\u529b\u673a\u5236\u548c\u68af\u5ea6\u4e0b\u964d\u4e4b\u95f4\u5bf9\u5076\u5f62\u5f0f\u7684\u542f\u53d1\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u7c7b\u6bd4\u68af\u5ea6\u4e0b\u964d\u7684\u52a8\u91cf\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u52a8\u91cf\u7684\u6ce8\u610f\u529b\u3002\u4e0e\u539f\u59cb\u7684\u6ce8\u610f\u529b\u673a\u5236\u76f8\u6bd4\uff0c\u8be5\u6539\u8fdb\u7684\u6ce8\u610f\u529b\u673a\u5236\u5177\u6709\u66f4\u597d\u7684\u6027\u80fd\uff0c\u4e5f\u8fdb\u4e00\u6b65\u5730\u9a8c\u8bc1\u4e86\u4e0a\u8ff0\u7406\u89e3\u7684\u6b63\u786e\u6027\u3002\u800c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u6539\u8fdb\u6a21\u578b\u7684\u8def\u5f84\u5c55\u793a\u4e86\u672c\u6587\u7684\u53d1\u73b0\u548c\u7ed3\u8bba\u80fd\u591f\u88ab\u7528\u4e8e\u5728\u672a\u6765\u8fdb\u4e00\u6b65\u6539\u8fdb\u6a21\u578b\u8bbe\u8ba1\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"764\" height=\"803\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-9.png\" alt=\"\u56fe3\uff1a\u6839\u636e\u6f14\u793a\u6837\u672c\uff08demonstration examples\uff09\uff0cGPT \u9996\u5148\u901a\u8fc7\u524d\u5411\u8ba1\u7b97\u751f\u6210\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u7684\u5143\u68af\u5ea6\uff08meta-gradients\uff09\uff0c\u7136\u540e\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5c06\u8fd9\u4e9b\u5143\u68af\u5ea6\u5e94\u7528\u4e8e\u6a21\u578b\u7684\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\u3002\u4ece\u68af\u5ea6\u66f4\u65b0\u7684\u89d2\u5ea6\u6765\u7406\u89e3\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u5143\u4f18\u5316\u8fc7\u7a0b\u4e0e\u663e\u5f0f\u5fae\u8c03\u7684\u57fa\u4e8e\u68af\u5ea6\u4e0b\u964d\u7684\u4f18\u5316\u8fc7\u7a0b\u4e4b\u95f4\u5177\u6709\u4e00\u79cd\u5bf9\u5076\u5f62\u5f0f\u3002\" class=\"wp-image-1072773\" style=\"width:539px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-9.png 764w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-9-285x300.png 285w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/acl-2023-foundation-model-9-171x180.png 171w\" sizes=\"auto, (max-width: 764px) 100vw, 764px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u6839\u636e\u6f14\u793a\u6837\u672c\uff08demonstration examples\uff09\uff0cGPT \u9996\u5148\u901a\u8fc7\u524d\u5411\u8ba1\u7b97\u751f\u6210\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u7684\u5143\u68af\u5ea6\uff08meta-gradients\uff09\uff0c\u7136\u540e\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5c06\u8fd9\u4e9b\u5143\u68af\u5ea6\u5e94\u7528\u4e8e\u6a21\u578b\u7684\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\u3002\u4ece\u68af\u5ea6\u66f4\u65b0\u7684\u89d2\u5ea6\u6765\u7406\u89e3\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u5143\u4f18\u5316\u8fc7\u7a0b\u4e0e\u663e\u5f0f\u5fae\u8c03\u7684\u57fa\u4e8e\u68af\u5ea6\u4e0b\u964d\u7684\u4f18\u5316\u8fc7\u7a0b\u4e4b\u95f4\u5177\u6709\u4e00\u79cd\u5bf9\u5076\u5f62\u5f0f\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45532\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c3d\u7ba1\u5982\u4eca\u7684 AI \u6a21\u578b\u5df2\u7ecf\u5177\u5907\u4e86\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u4f46\u79d1\u7814\u4eba\u5458\u5e76\u6ca1\u6709\u505c\u6b62\u5bf9\u6a21\u578b\u7684\u4e0d\u65ad\u6539\u5584\u548c\u7406\u8bba\u63a2\u7d22\u3002\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u6280\u672f\u59cb\u7ec8\u5728\u5feb\u901f\u53d8\u5316\u548c\u53d1\u5c55\u5f53\u4e2d\uff0c\u915d\u917f\u7740\u65b0\u7684\u6f6e\u6d41\u548c\u7a81\u7834\u3002 NLP \u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u56fd\u9645\u8ba1\u7b97\u8bed\u8a00\u5b66\u5e74\u4f1a (Annual Meeting of the Association for Computational Linguistics\uff0c\u7b80\u79f0 ACL) \u662f\u5173\u5fc3 NLP \u9886\u57df\u7684\u7814\u7a76\u8005\u4eec\u89c2\u5bdf\u52a8\u5411\u7684\u5173\u952e\u7a97\u53e3\u3002\u57282023\u5e747\u67089-14\u65e5\u4e8e\u52a0\u62ff\u5927\u591a\u4f26\u591a\u4e3e\u884c\u7684 ACL 2023 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6709\u591a\u7bc7\u9488\u5bf9\u57fa\u7840\u6a21\u578b\u7684\u8bba\u6587\u88ab ACL 2023 \u6536\u5f55\uff0c\u8bba\u6587\u4e3b\u9898\u56ca\u62ec\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u5b66\u4e60\u673a\u5236\u3001\u8bad\u7ec3\u65b9\u6cd5\u3001\u6a21\u578b\u7684\u4ee3\u7801\u6267\u884c\u4ee5\u53ca\u6a21\u578b\u7684\u957f\u5ea6\u5916\u63a8\u95ee\u9898\u3002\u4eca\u5929\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u76f8\u5173\u76844\u7bc7\u524d\u6cbf\u5de5\u4f5c\u5427\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2212.10554 \u5728 Transformers \u6a21\u578b\u4e2d\uff0c\u4f4d\u7f6e\u5efa\u6a21\u5bf9\u4e8e\u6355\u6349\u5e8f\u5217\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u5173\u6ce8\u957f\u5ea6\u5916\u63a8\u95ee\u9898\uff0c\u5176\u76ee\u7684\u662f\u5728\u77ed\u6587\u672c\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u540c\u65f6\u6d4b\u8bd5\u66f4\u957f\u7684\u5e8f\u5217\u3002\u4e3a\u4e86\u8861\u91cf\u8fd9\u79cd\u5916\u63a8\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u6982\u5ff5\u5e76\u79f0\u4e4b\u4e3a\u6ce8\u610f\u529b\u5206\u8fa8\u7387\uff0c\u5e76\u63d0\u51fa\u4e86\u4e24\u79cd\u8bbe\u8ba1\uff0c\u65e8\u5728\u6539\u5584 Transformer \u6a21\u578b\u5728\u8fd9\u4e00\u6307\u6807\u4e0a\u7684\u8868\u73b0\u3002 \u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u65b9\u6cd5\uff0c\u901a\u8fc7\u663e\u5f0f\u5730\u6700\u5927\u5316\u6ce8\u610f\u529b\u5206\u8fa8\u7387\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u5916\u63a8\u80fd\u529b\u3002\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u6355\u6349\u5e8f\u5217\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ece\u800c\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u5177\u6709\u66f4\u597d\u7684\u6027\u80fd\u3002\u4e0e\u4f20\u7edf\u7684\u7edd\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u66f4\u597d\u5730\u9002\u5e94\u4e0d\u540c\u957f\u5ea6\u7684\u8f93\u5165\u5e8f\u5217\uff0c\u56e0\u6b64\u6709\u52a9\u4e8e\u63d0\u9ad8\u6a21\u578b\u5728\u957f\u5ea6\u5916\u63a8\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002 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\u53d8\u4f53\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u4ee5\u8bc4\u4f30\u8fd9\u79cd\u65b0\u578b Transformer \u7684\u6027\u80fd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u957f\u5ea6\u53ef\u5916\u63a8 Transformer \u5728\u63d2\u503c\u548c\u5916\u63a8\u65b9\u9762\u90fd\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002\u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u548c\u5206\u5757\u63a9\u7801\u7684\u5f15\u5165\u4e5f\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u957f\u5e8f\u5217\uff0c\u4ece\u800c\u5728\u957f\u5ea6\u5916\u63a8\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u6b64\u5916\uff0c\u5728\u4fdd\u6301\u51c6\u786e\u6027\u7684\u540c\u65f6\uff0c\u5206\u5757\u63a9\u7801\u8fd8\u5927\u5927\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2305.05383 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