{"id":6658,"date":"2025-12-21T13:29:07","date_gmt":"2025-12-21T05:29:07","guid":{"rendered":"https:\/\/nullthought.net\/?p=6658"},"modified":"2025-12-31T15:45:46","modified_gmt":"2025-12-31T07:45:46","slug":"%e6%b5%85%e8%b0%88arc-%e6%b5%8b%e8%af%95%ef%bc%88arg-agi%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6658","title":{"rendered":"\u6d45\u8c08ARC \u6d4b\u8bd5\uff08ARC-AGI\uff09"},"content":{"rendered":"\n<p>\u4e0b\u9762\u6309\u201c\u5b83\u662f\u4ec0\u4e48\u2014\u600e\u4e48\u8003\u2014\u4e3a\u4ec0\u4e48\u96be\u2014\u600e\u4e48\u505a\u2014\u600e\u4e48\u770b\u5206\u6570\/\u699c\u5355\u2014\u5e38\u89c1\u8bef\u533a\u201d\u7684\u987a\u5e8f\uff0c\u628a\u5927\u5bb6\u5e38\u8bf4\u7684 <strong>ARC \u6d4b\u8bd5<\/strong>\uff08\u901a\u5e38\u6307 Fran\u00e7ois Chollet 2019 \u63d0\u51fa\u7684 <em>Abstraction and Reasoning Corpus<\/em>\uff0c\u4e5f\u5e38\u88ab ARC Prize \u79f0\u4e3a <strong>ARC-AGI<\/strong>\uff09\u7cfb\u7edf\u8bb2\u6e05\u695a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001ARC \u6d4b\u8bd5\u5230\u5e95\u5728\u6d4b\u4ec0\u4e48<\/h4>\n\n\n\n<p>ARC \u7684\u6838\u5fc3\u76ee\u6807\u4e0d\u662f\u8003\u201c\u77e5\u8bc6\u91cf\u201d\uff0c\u800c\u662f\u5c3d\u91cf\u903c\u8fd1\u4eba\u7c7b\u7684<strong>\u6d41\u4f53\u667a\u529b\uff08fluid intelligence\uff09<\/strong>\uff1a\u9762\u5bf9<strong>\u5168\u65b0\u9898\u76ee<\/strong>\u65f6\uff0c\u80fd\u5426\u4ece\u6781\u5c11\u91cf\u793a\u4f8b\u4e2d\u5f52\u7eb3\u89c4\u5219\u5e76\u8fc1\u79fb\u5230\u65b0\u8f93\u5165\u3002ARC Prize \u5b98\u65b9\u4e5f\u660e\u786e\u628a\u5b83\u5b9a\u4f4d\u4e3a\u6d4b\u201c\u6d41\u4f53\u667a\u529b\u201d\u800c\u975e\u201c\u6676\u4f53\u667a\u529b\uff08crystallized intelligence\uff0c\u79ef\u7d2f\u77e5\u8bc6\uff09\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/p>\n\n\n\n<p>Chollet \u5728\u300aOn the Measure of Intelligence\u300b\u4e2d\u628a\u201c\u667a\u80fd\u201d\u5f3a\u8c03\u4e3a\u4e00\u79cd<strong>\u6280\u80fd\u4e60\u5f97\u6548\u7387<\/strong>\uff1a\u7528\u8d8a\u5c11\u7ecf\u9a8c\/\u7b97\u529b\u5b66\u4f1a\u8d8a\u591a\u201c\u65b0\u6280\u80fd\u201d\uff0c\u624d\u66f4\u50cf\u667a\u80fd\u672c\u4f53\u3002ARC \u5c31\u662f\u6309\u8fd9\u4e2a\u7406\u5ff5\u8bbe\u8ba1\u51fa\u6765\u7684\u57fa\u51c6\u3002<a href=\"https:\/\/arxiv.org\/abs\/1911.01547?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u9898\u76ee\u957f\u4ec0\u4e48\u6837\uff08ARC-AGI-1 \u7ecf\u5178\u5f62\u5f0f\uff09<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1\uff09\u9898\u9762\u7ed3\u6784<\/h5>\n\n\n\n<p>\u6bcf\u9053\u9898\u662f\u4e00\u4e2a\u5f69\u8272\u7f51\u683c\uff08\u50cf\u50cf\u7d20\u753b\uff09\uff0c\u7ed9\u4f60 <strong>\u5c11\u91cf\u8bad\u7ec3\u6837\u4f8b<\/strong>\uff08\u8f93\u5165\u7f51\u683c \u2192 \u8f93\u51fa\u7f51\u683c\uff09\uff0c\u7136\u540e\u7ed9\u4e00\u4e2a<strong>\u6d4b\u8bd5\u8f93\u5165\u7f51\u683c<\/strong>\uff0c\u4f60\u8981\u8f93\u51fa\u5bf9\u5e94\u7684\u6d4b\u8bd5\u8f93\u51fa\u7f51\u683c\u3002<\/p>\n\n\n\n<p>ARC-AGI-1 \u6570\u636e\u96c6\u603b\u8ba1 <strong>800 \u9053\u4efb\u52a1<\/strong>\uff0c\u5176\u4e2d <strong>400 \u8bad\u7ec3 + 400 \u516c\u5171\u8bc4\u6d4b<\/strong>\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/1\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize+1<\/a><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2\uff09\u201c\u89e3\u5bf9\u201d\u7684\u5224\u5b9a\u975e\u5e38\u4e25\u683c<\/h5>\n\n\n\n<p>\u4f60\u5fc5\u987b\u628a<strong>\u8f93\u51fa\u7f51\u683c\u7684\u5c3a\u5bf8\u548c\u6bcf\u4e2a\u683c\u5b50\u7684\u989c\u8272<\/strong>\u90fd\u505a\u5bf9\uff0c\u901a\u5e38\u6309\u201c\u5b8c\u5168\u5339\u914d\uff08exact match\uff09\u201d\u8ba1\u5206\u3002ARC \u5b98\u65b9\u4ed3\u5e93\u4e5f\u5f3a\u8c03\uff1a\u7b2c\u4e00\u6b21\u770b\u5230\u4efb\u52a1\u65f6\uff0c\u4ea7\u51fa\u6240\u6709 test input \u7684\u6b63\u786e\u8f93\u51fa\u624d\u7b97\u201c\u89e3\u51fa\u201d\u3002\u540c\u65f6\u4eba\u7c7b\u4ea4\u4e92\u754c\u9762\u91cc\u9075\u5faa\u201c\u6bcf\u4e2a test input \u6700\u591a 3 \u6b21\u5c1d\u8bd5\u201d\u7684\u89c4\u5219\uff08\u754c\u9762\u4e0d\u5f3a\u5236\uff0c\u4f46\u89c4\u5219\u5b58\u5728\uff09\u3002<a href=\"https:\/\/github.com\/fchollet\/ARC-AGI\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001ARC-AGI-1 \/ 2 \/ 3\uff1a\u7248\u672c\u5728\u8fdb\u5316\u4ec0\u4e48<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1\uff09ARC-AGI-1\uff1a\u9759\u6001\u9898 + \u5c11\u6837\u672c\u5f52\u7eb3<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5178\u578b\u96be\u70b9\uff1a\u5bf9\u8c61\u5206\u5272\u3001\u5bf9\u79f0\/\u5e73\u79fb\/\u65cb\u8f6c\u3001\u8ba1\u6570\u3001\u586b\u6d1e\u3001\u89c4\u5219\u7ec4\u5408\u3001\u6761\u4ef6\u89e6\u53d1\u7b49<\/li>\n\n\n\n<li>\u6570\u636e\u5212\u5206\uff1a\u8bad\u7ec3 400\u3001\u516c\u5171\u8bc4\u6d4b 400\uff1b\u53e6\u5916 ARC Prize \u5f15\u5165\u4e86\u534a\u79c1\u6709\/\u79c1\u6709\u8bc4\u6d4b\u96c6\uff08\u5404 100\uff09\u7528\u4e8e\u66f4\u53ef\u4fe1\u7684\u201c\u9690\u85cf\u6d4b\u8bd5\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/1\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2\uff09ARC-AGI-2\uff1a\u52a0\u5165\u201c\u6548\u7387\u201d\u7ef4\u5ea6\uff0c\u5f3a\u8c03\u201c\u89c4\u6a21\u4e0d\u591f\u201d<\/h5>\n\n\n\n<p>ARC Prize \u628a ARC-AGI-2 \u5b9a\u4f4d\u4e3a 2025 \u7248\uff0c\u6838\u5fc3\u662f\uff1a<strong>\u4e0d\u4f46\u8981\u89e3\u51fa\u6765\uff0c\u8fd8\u8981\u4ee5\u63a5\u8fd1\u4eba\u7c7b\u7684\u6210\u672c\/\u6548\u7387\u89e3\u51fa\u6765<\/strong>\u3002\u5b83\u516c\u5f00\u8bf4\u660e\u201c\u7eaf LLM \u5f97\u5206 0%\u201d\uff0c\u5e76\u628a\u201c\u6bcf\u9898\u6210\u672c\uff08cost-per-task\uff09\u201d\u4f5c\u4e3a\u6548\u7387\u6307\u6807\u7eb3\u5165\u699c\u5355\u89e3\u91ca\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize+1<\/a><\/p>\n\n\n\n<p>ARC-AGI-2 \u7684\u6570\u636e\u7ed3\u6784\u4e5f\u66f4\u201c\u5de5\u7a0b\u5316\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u96c6 1000\uff08\u516c\u5f00\u3001\u96be\u5ea6\u8de8\u5ea6\u5927\uff09<\/li>\n\n\n\n<li>\u516c\u5171\u8bc4\u6d4b 120\uff08\u516c\u5f00\u3001\u5df2\u6821\u51c6\uff09<\/li>\n\n\n\n<li>\u534a\u79c1\u6709\u8bc4\u6d4b 120\u3001\u79c1\u6709\u8bc4\u6d4b 120\uff08\u4e0d\u516c\u5f00\u3001\u7528\u4e8e\u6bd4\u8d5b\/\u6700\u7ec8\u6392\u540d\uff09<br>\u5e76\u4e14\u58f0\u660e\u8fd9\u4e9b eval \u96c6\u7ecf\u8fc7\u4eba\u7c7b\u5b9e\u9a8c\u6821\u51c6\uff0c<strong>\u5206\u6570\u5728\u4e0d\u540c eval \u96c6\u4e4b\u95f4\u53ef\u6bd4<\/strong>\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3\uff09ARC-AGI-3\uff1a\u4ece\u9759\u6001\u9898\u8d70\u5411\u201c\u4ea4\u4e92\u5f0f\u73af\u5883\u201d<\/h5>\n\n\n\n<p>ARC Prize 2026 \u65b9\u5411\u662f <strong>Interactive Reasoning Benchmarks<\/strong>\uff1a\u8ba9 AI \u50cf\u73a9\u6e38\u620f\u4e00\u6837\u201c\u63a2\u7d22\u2014\u89c4\u5212\u2014\u884c\u52a8\u2014\u8bb0\u5fc6\u201d\uff0c\u7528\u591a\u6b65\u4ea4\u4e92\u6765\u6d4b\u5b66\u4e60\u6548\u7387\uff1b\u9875\u9762\u63d0\u5230\u8ba1\u5212\u7ea6 100 \u4e2a\u73af\u5883\uff0c\u4e14\u4ecd\u5f3a\u8c03\u201c\u65b0\u73af\u5883\u3001\u65e0\u6307\u4ee4\u3001\u65e0\u8bed\u8a00\/\u51b7\u77e5\u8bc6\u4f9d\u8d56\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/3\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u4e3a\u4ec0\u4e48 ARC \u5bf9\u673a\u5668\u8fd9\u4e48\u96be\uff08\u4f46\u4eba\u89c9\u5f97\u201c\u8fd8\u597d\u201d\uff09<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6837\u672c\u6781\u5c11<\/strong>\uff1a\u901a\u5e38\u53ea\u6709 3 \u4e2a\u5de6\u53f3\u8bad\u7ec3\u6837\u4f8b\u5c31\u8981\u5f52\u7eb3\u89c4\u5219\uff0c\u9760\u66b4\u529b\u62df\u5408\u5f88\u5bb9\u6613\u201c\u89e3\u91ca\u8fc7\u5ea6\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/1\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n\n\n\n<li><strong>\u7ec4\u5408\u7206\u70b8<\/strong>\uff1a\u7f51\u683c\u53d8\u6362\u7684\u5019\u9009\u89c4\u5219\u7a7a\u95f4\u5de8\u5927\uff08\u5bf9\u8c61\u2192\u5173\u7cfb\u2192\u6761\u4ef6\u2192\u7ec4\u5408\uff09\uff0c\u7eaf\u641c\u7d22\u6210\u672c\u975e\u5e38\u9ad8\u3002<\/li>\n\n\n\n<li><strong>\u9700\u8981\u201c\u6838\u5fc3\u5148\u9a8c\u201d<\/strong>\uff1a\u5f88\u591a\u9898\u9690\u542b\u4eba\u7c7b\u5f88\u81ea\u7136\u7684\u89c6\u89c9\/\u7269\u4f53\u5148\u9a8c\uff08\u8fde\u901a\u57df=\u7269\u4f53\u3001\u8fb9\u754c\u3001\u586b\u5145\u3001\u5bf9\u79f0\u3001\u906e\u6321\u7b49\uff09\uff0cARC \u8bbe\u8ba1\u5c31\u662f\u60f3\u628a\u8fd9\u79cd\u201c\u63a5\u8fd1\u4eba\u7c7b\u5929\u751f\u5148\u9a8c\u201d\u7684\u90e8\u5206\u56fa\u5b9a\u4e0b\u6765\uff0c\u518d\u770b\u7cfb\u7edf\u80fd\u5426\u5feb\u901f\u4e60\u5f97\u65b0\u89c4\u5219\u3002<a href=\"https:\/\/arxiv.org\/abs\/1911.01547?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv<\/a><\/li>\n\n\n\n<li><strong>ARC-AGI-2 \u8fdb\u4e00\u6b65\u5361\u201c\u6548\u7387\u201d<\/strong>\uff1a\u5373\u4f7f\u80fd\u9760\u5de8\u91cf\u641c\u7d22\u89e3\u51fa\u6765\uff0c\u4e5f\u4e0d\u7b97\u201c\u667a\u80fd\u201d\uff0c\u8981\u5728\u6210\u672c\u4e0a\u63a5\u8fd1\u4eba\u7c7b\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize+1<\/a><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u4e3b\u6d41\u89e3\u6cd5\u8def\u7ebf\uff08\u4ece\u201c\u5237\u5206\u6280\u5de7\u201d\u5230\u66f4\u50cf\u667a\u80fd\u7684\u505a\u6cd5\uff09<\/h4>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4f60\u53ef\u4ee5\u628a ARC \u5f53\u6210\u201c\u89c6\u89c9\u7a0b\u5e8f\u5f52\u7eb3 \/ \u7a0b\u5e8f\u5408\u6210\uff08program synthesis\uff09\u201d\u95ee\u9898\uff1a\u4ece\u5c11\u91cf I\/O \u793a\u4f8b\u63a8\u4e00\u4e2a\u201c\u7a0b\u5e8f\u201d\uff0c\u518d\u8fd0\u884c\u5230 test input \u5f97\u8f93\u51fa\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u5e38\u89c1\u8def\u7ebf\u5927\u6982\u5206\u51e0\u7c7b\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">A. \u624b\u5de5 DSL + \u641c\u7d22\uff08\u7ecf\u5178\u4f46\u6613\u5de5\u7a0b\u5316\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u628a\u7f51\u683c\u8f6c\u6210\u201c\u5bf9\u8c61\u201d\uff08\u8fde\u901a\u57df\u3001\u8fb9\u6846\u3001\u80cc\u666f\u3001\u989c\u8272\u96c6\u5408\uff09<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u4e00\u5957 DSL \u539f\u8bed\uff1a\u63d0\u53d6\u5bf9\u8c61\u3001\u5bf9\u9f50\u3001\u955c\u50cf\u3001\u590d\u5236\u3001\u586b\u5145\u3001\u88c1\u526a\u3001\u8ba1\u6570\u3001\u989c\u8272\u6620\u5c04\u2026<\/li>\n\n\n\n<li>\u7528\u641c\u7d22\uff08\u679a\u4e3e\/\u542f\u53d1\u5f0f\/\u7ea6\u675f\u6c42\u89e3\uff09\u627e\u5230\u80fd\u89e3\u91ca\u8bad\u7ec3\u6837\u4f8b\u7684\u7a0b\u5e8f\uff0c\u518d\u7528\u4e8e\u6d4b\u8bd5<\/li>\n<\/ul>\n\n\n\n<p>\u4f18\u70b9\uff1a\u53ef\u89e3\u91ca\u3001\u5728\u90e8\u5206\u9898\u4e0a\u5f88\u5f3a\uff1b\u7f3a\u70b9\uff1aDSL \u8bbe\u8ba1\u672c\u8eab\u7b49\u4e8e\u201c\u4eba\u7c7b\u628a\u5927\u91cf\u667a\u80fd\u5199\u8fdb\u7cfb\u7edf\u201d\uff0c\u800c\u4e14\u5bb9\u6613\u5bf9\u6570\u636e\u96c6\u8fc7\u62df\u5408\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">B. \u6df1\u5ea6\u5b66\u4e60\u5f15\u5bfc\u7684\u7a0b\u5e8f\u5408\u6210 + \u6d4b\u8bd5\u65f6\u9002\u914d\uff08ARC Prize 2024 \u540e\u6210\u4e3a\u4e3b\u6d41\uff09<\/h5>\n\n\n\n<p>ARC Prize 2024 \u6280\u672f\u62a5\u544a\u603b\u7ed3\uff1aSOTA \u5728\u79c1\u6709\u8bc4\u6d4b\u96c6\u4e0a\u4ece 33% \u63d0\u5347\u5230 55.5%\uff0c\u5173\u952e\u63a8\u52a8\u6765\u81ea<strong>\u6df1\u5ea6\u5b66\u4e60\u5f15\u5bfc\u7684\u7a0b\u5e8f\u5408\u6210<\/strong>\u4e0e<strong>test-time training\/\u9002\u914d<\/strong>\u7b49\u65b9\u6cd5\u3002<a href=\"https:\/\/arxiv.org\/abs\/2412.04604\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv<\/a><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">C. \u66f4\u5f3a\u7684\u201c\u63a8\u7406\u7cfb\u7edf\u201d\u7ba1\u7ebf\uff082025 \u5f00\u59cb\u5f3a\u8c03\u6548\u7387\/\u6210\u672c\uff09<\/h5>\n\n\n\n<p>ARC Prize 2025 \u7684\u7ed3\u679c\u5206\u6790\u91cc\uff0c\u524d\u6392\u65b9\u6848\u5927\u91cf\u662f\u201c\u7cfb\u7edf\u5de5\u7a0b\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1st \u7684 NVARC\uff1a\u5408\u6210\u6570\u636e\u9a71\u52a8\u7684 ensemble + \u6539\u8fdb\u7248 test-time trained \u6a21\u578b\uff0c\u5728\u6bd4\u8d5b\u7ea6\u675f\u4e0b ARC-AGI-2 \u7ea6 24% <a href=\"https:\/\/arcprize.org\/blog\/arc-prize-2025-results-analysis\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n\n\n\n<li>\u8fd8\u6709\u56e2\u961f\u7528 2D-aware masked-diffusion LLM\u3001\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u4e0e\u6253\u5206\u5668\u7b49\u7ec4\u4ef6\u7ec4\u5408 <a href=\"https:\/\/arcprize.org\/blog\/arc-prize-2025-results-analysis\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u91cc\u7684\u8d8b\u52bf\u5f88\u6e05\u6670\uff1a<strong>\u5355\u4e00\u6a21\u578b<\/strong>\u5f80\u5f80\u4e0d\u591f\uff0c\u5927\u5bb6\u505a\u7684\u662f\u201c\u4f1a\u81ea\u6211\u63d0\u6848\u2192\u81ea\u6211\u9a8c\u8bc1\u2192\u81ea\u6211\u4fee\u6b63\u201d\u7684\u591a\u9636\u6bb5\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u516d\u3001\u600e\u4e48\u770b ARC \u5206\u6570\/\u699c\u5355\u624d\u4e0d\u88ab\u9a97<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5fc5\u987b\u533a\u5206\uff1a\u516c\u5f00 eval vs \u534a\u79c1\u6709\/\u79c1\u6709 eval<\/strong><br>\u516c\u5f00\u96c6\u5bb9\u6613\u88ab\u201c\u770b\u9898\u8c03\u53c2\u201d\u6c61\u67d3\uff1bARC Prize \u7528\u534a\u79c1\u6709\/\u79c1\u6709\u96c6\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/1\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize+1<\/a><\/li>\n\n\n\n<li><strong>ARC-AGI-2 \u4ee5\u540e\u8981\u540c\u65f6\u770b\uff1a\u51c6\u786e\u7387 + \u6210\u672c\/\u6548\u7387<\/strong><br>ARC Prize \u699c\u5355\u660e\u786e\u628a cost-per-task \u548c\u6027\u80fd\u4e00\u8d77\u53ef\u89c6\u5316\u89e3\u91ca\u3002<a href=\"https:\/\/arcprize.org\/leaderboard\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n\n\n\n<li><strong>\u62a5\u544a\u91cc\u5982\u679c\u6ca1\u8bf4\u6e05\u695a\uff1a\u7b97\u529b\u9884\u7b97\u3001\u662f\u5426\u7528\u5916\u90e8\u6570\u636e\u3001\u662f\u5426\u53ef\u80fd\u6570\u636e\u6cc4\u6f0f<\/strong><br>\u90a3\u5206\u6570\u7684\u53ef\u4fe1\u5ea6\u5c31\u8981\u6253\u6298\uff08\u5c24\u5176\u5728\u201c\u5408\u6210\u6570\u636e\/\u9884\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u8986\u76d6\u9898\u578b\u5206\u5e03\u201d\u7684\u65f6\u4ee3\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e03\u3001\u5e38\u89c1\u8bef\u89e3\u6f84\u6e05<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u201cARC \u5c31\u662f\u89c6\u89c9\u627e\u89c4\u5f8b\u201d<\/strong>\uff1a\u4e0d\u6b62\u3002\u5f88\u591a\u9898\u8981\u505a\u5bf9\u8c61\u7ea7\u62bd\u8c61\u3001\u6761\u4ef6\u9009\u62e9\u3001\u89c4\u5219\u7ec4\u5408\uff08ARC-AGI-2 \u9875\u9762\u8fd8\u4e13\u95e8\u70b9\u540d <em>symbolic interpretation \/ compositional reasoning \/ contextual rule application<\/em> \u7b49\uff09\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n\n\n\n<li><strong>\u201c\u5927\u6a21\u578b\u8d8a\u5927\u8d8a\u80fd\u89e3\u201d<\/strong>\uff1aARC-AGI-2 \u7684\u8bbe\u8ba1\u52a8\u673a\u4e4b\u4e00\u5c31\u662f\u60f3\u8bf4\u660e\u201c\u5355\u9760 scaling \u4e0d\u591f\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize<\/a><\/li>\n\n\n\n<li><strong>\u201cARC \u5df2\u7ecf\u88ab\u5b8c\u5168\u89e3\u51b3\u4e86\u201d<\/strong>\uff1aARC-AGI-1 \u7684\u786e\u5728 2024 \u672b\u51fa\u73b0\u660e\u663e\u7a81\u7834\uff08ARC Prize\/\u90e8\u5206\u524d\u6cbf\u6a21\u578b\uff09\uff0c\u4f46 ARC-AGI-2\/3 \u6b63\u5728\u628a\u95e8\u69db\u63a8\u5411\u201c\u9ad8\u9002\u5e94\u6027 + \u9ad8\u6548\u7387 + \u4ea4\u4e92\u5b66\u4e60\u201d\u3002<a href=\"https:\/\/arcprize.org\/arc-agi\/2\/\" target=\"_blank\" rel=\"noreferrer noopener\">ARC Prize+1<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0b\u9762\u6309\u201c\u5b83\u662f\u4ec0\u4e48\u2014\u600e\u4e48\u8003\u2014\u4e3a\u4ec0\u4e48\u96be\u2014\u600e\u4e48\u505a\u2014\u600e\u4e48\u770b\u5206\u6570\/\u699c\u5355\u2014\u5e38\u89c1\u8bef\u533a\u201d\u7684\u987a\u5e8f\uff0c\u628a\u5927\u5bb6\u5e38\u8bf4\u7684 ARC \u6d4b\u8bd5\uff08\u901a [&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":[8,36],"tags":[39],"class_list":["post-6658","post","type-post","status-publish","format-standard","hentry","category-tech","category-36","tag-ai"],"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> <a href=\"https:\/\/nullthought.net\/?cat=36\" rel=\"category\">\u79d1\u5b66<\/a>","rttpg_excerpt":"\u4e0b\u9762\u6309\u201c\u5b83\u662f\u4ec0\u4e48\u2014\u600e\u4e48\u8003\u2014\u4e3a\u4ec0\u4e48\u96be\u2014\u600e\u4e48\u505a\u2014\u600e\u4e48\u770b\u5206\u6570\/\u699c\u5355\u2014\u5e38\u89c1\u8bef\u533a\u201d\u7684\u987a\u5e8f\uff0c\u628a\u5927\u5bb6\u5e38\u8bf4\u7684 ARC \u6d4b\u8bd5\uff08\u901a&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6658","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6658"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6658\/revisions"}],"predecessor-version":[{"id":6702,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6658\/revisions\/6702"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}