{"id":12404,"date":"2026-09-18T20:53:30","date_gmt":"2026-09-18T12:53:30","guid":{"rendered":"https:\/\/infernews.com\/blog\/evaluation-can-minimax-h3-reason-about-the-physical-world\/"},"modified":"2026-09-18T20:55:24","modified_gmt":"2026-09-18T12:55:24","slug":"evaluation-can-minimax-h3-reason-about-the-physical-world","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/evaluation-can-minimax-h3-reason-about-the-physical-world\/","title":{"rendered":"MiniMax-H3-Reason\uff1a\u591a\u6a21\u614b\u4ecd\u672a\u5e36\u4f86\u7269\u7406\u63a8\u7406\u7a69\u5b9a\u7b54\u6848"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"c7c4c3\" data-has-transparency=\"false\" style=\"--dominant-color: #c7c4c3;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"659\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/image-11.png\" alt=\"\" class=\"wp-image-12406 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/image-11.png 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/image-11-300x193.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/image-11-768x494.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u4e00\u6bb5\u88ab\u523b\u610f\u522a\u53bb\u95dc\u9375\u8cc7\u8a0a\u7684\u6307\u4ee4\uff0c\u6a21\u578b\u8981\u9760\u5716\u50cf\u3001\u8072\u97f3\u6216\u524d\u6bb5\u5f71\u7247\u9019\u4e9b\u300c\u4e0d\u5728\u6587\u5b57\u88e1\u300d\u7684\u7dda\u7d22\u53bb\u88dc\u5b8c\u4e8b\u4ef6\uff0c\u9019\u6b63\u662f\u9019\u500b\u8a55\u4f30\u9805\u76ee\u60f3\u9a57\u8b49\u7684\u80fd\u529b\u3002\u5b83\u5c6c\u65bc\u7814\u7a76\u985e\u578b\u7684\u57fa\u6e96\u6e2c\u8a66\uff08Benchmark\uff09\uff0c\u5c08\u9580\u8a2d\u8a08\u4f86\u6e2c omni-modal \u751f\u6210\u6a21\u578b\u5728\u7269\u7406\u4e16\u754c\u63a8\u7406\u4e0a\u7684\u8868\u73fe\uff0c\u800c\u4e0d\u662f\u55ae\u7d14\u6bd4\u8f03\u756b\u8cea\u6216\u52d5\u4f5c\u6d41\u66a2\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u500b\u6846\u67b6\u570d\u7e5e\u56db\u500b\u5834\u666f\u5c55\u958b\uff1aMSR \u591a\u8996\u89d2\u7a7a\u9593\u63a8\u7406\u3001ADR \u8072\u97f3\u6d88\u6b67\u63a8\u7406\u3001VDR \u5f71\u7247\u6c7a\u7b56\u63a8\u7406\uff0c\u4ee5\u53ca\u628a\u8072\u97f3\u8207\u5f71\u7247\u7d04\u675f\u7d50\u5408\u7684\u5834\u666f\u3002\u6bcf\u500b\u5834\u666f\u90fd\u8981\u6c42\u6a21\u578b\u5728 200 \u5f35\u5716\u3001146 \u6bb5\u8072\u97f3\u3001\u5f71\u7247\u524d\u6bb5\u7b49\u4e0d\u5b8c\u6574\u8f38\u5165\u4e0b\uff0c\u63a8\u65b7\u51fa\u5408\u7406\u5f8c\u7e8c\uff0c\u4e26\u7531\u5c08\u5bb6\u5224\u65b7\u751f\u6210\u7d50\u679c\u662f\u5426\u771f\u7684\u6eff\u8db3\u8a9e\u610f\u8981\u6c42\uff0c\u800c\u975e\u53ea\u8ffd\u6c42\u50cf\u7d20\u76f8\u4f3c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MiniMax-H3 \u5728\u9019 517 \u500b\u6848\u4f8b\u4e2d\u6574\u9ad4\u6210\u529f\u7387\u70ba 41.97%\uff0c\u5dee\u8ddd\u660e\u986f\u843d\u5728\u4e0d\u540c\u5834\u666f\u4e4b\u9593\uff1a\u5f71\u7247\u6c7a\u7b56\u63a8\u7406\u6700\u9ad8\uff0c\u9054 56.00%\uff1b\u8072\u97f3\u6d88\u6b67\u63a8\u7406\u6700\u5f31\uff0c\u53ea\u6709 27.40%\u3002\u9019\u500b\u843d\u5dee\u76f4\u63a5\u8aaa\u660e\uff0c\u7576\u8072\u97f3\u8981\u627f\u64d4\u89e3\u958b\u8996\u89ba\u6a21\u7cca\u7684\u8cac\u4efb\u6642\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u6293\u932f\u91cd\u9ede\uff1b\u53cd\u4e4b\uff0c\u5ef6\u7e8c\u5df2\u89c0\u5bdf\u5230\u7684\u52d5\u614b\u76f8\u5c0d\u5bb9\u6613\uff0c\u56e0\u70ba\u7dda\u7d22\u66f4\u5bc6\u96c6\u3001\u66f4\u63a5\u8fd1\u8a13\u7df4\u5206\u4f48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u505a\u5f71\u7247\u751f\u6210\u3001\u4e16\u754c\u6a21\u578b\u6216\u591a\u6a21\u614b\u6574\u5408\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u5957\u6e2c\u8a66\u6bd4\u8d77\u50b3\u7d71 FID \u6216\u63cf\u8ff0\u76f8\u4f3c\u5ea6\u66f4\u80fd\u53cd\u6620\u771f\u5be6\u74f6\u9838\u3002\u5b83\u544a\u8a34\u6211\u5011\uff0c\u300c\u652f\u63f4\u591a\u6a21\u614b\u8f38\u5165\u300d\u548c\u300c\u80fd\u53ef\u9760\u5b8c\u6210\u4efb\u52d9\u300d\u4e4b\u9593\u4ecd\u6709\u5f88\u5927\u8ddd\u96e2\uff0c\u5c24\u5176\u5728\u8072\u97f3\u8207\u756b\u9762\u7684\u7d30\u7bc0\u5c0d\u9f4a\u4e0a\u3002\u958b\u767c\u8005\u53ef\u4ee5\u7528\u5b83\u627e\u51fa\u5f31\u9805\uff0c\u7814\u7a76\u8005\u5247\u80fd\u4ee5\u6b64\u70ba\u57fa\u6e96\uff0c\u6bd4\u8f03\u4e0b\u4e00\u4ee3\u6a21\u578b\u662f\u5426\u771f\u7684\u5728\u300c\u807d\u61c2\u4e26\u63a5\u4f4f\u7269\u7406\u4e16\u754c\u300d\u9019\u4ef6\u4e8b\u4e0a\u6709\u6240\u9032\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52d9\u63cf\u8ff0\u523b\u610f\u4e0d\u5b8c\u6574\uff0c\u903c\u6a21\u578b\u5f9e\u5716\u50cf\u3001\u97f3\u8a0a\u6216\u5f71\u7247\u4e2d\u88dc\u56de\u7f3a\u5931\u8cc7\u8a0a<\/li>\n\n\n\n<li>\u56db\u500b\u5834\u666f\u6db5\u84cb\u7a7a\u9593\u3001\u8072\u97f3\u3001\u6642\u9593\u8207\u97f3\u756b\u5c0d\u9f4a\u56db\u985e\u7269\u7406\u63a8\u7406<\/li>\n\n\n\n<li>MiniMax-H3 \u6574\u9ad4\u6210\u529f\u7387 41.97%\uff0c\u5f71\u7247\u5ef6\u7e8c\u6700\u6613\u3001\u8072\u97f3\u6d88\u6b67\u6700\u96e3<\/li>\n\n\n\n<li>\u7531\u5c08\u5bb6\u5224\u65b7\u751f\u6210\u7d50\u679c\u662f\u5426\u6eff\u8db3\u8a9e\u610f\uff0c\u800c\u975e\u50c5\u770b\u756b\u9762\u6216\u52d5\u4f5c<\/li>\n\n\n\n<li>\u5c0d\u958b\u767c omni-modal \u5f71\u7247\u751f\u6210\u8207\u4e16\u754c\u6a21\u578b\u7684\u5718\u968a\uff0c\u662f\u66f4\u8cbc\u8fd1\u5be6\u6230\u7684\u8a55\u4f30\u65b9\u5f0f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/gulucaptain\/MiniMax-H3-Reason\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u4efd\u8a55\u4f30\u523b\u610f\u628a\u4efb\u52d9\u8cc7\u8a0a\u85cf\u5728\u5716\u50cf\u3001\u97f3\u8a0a\u548c\u5f71\u7247\u88e1\uff0c\u903c\u6a21\u578b\u5f9e\u7247\u6bb5\u7dda\u7d22\u62fc\u51fa\u5408\u7406\u7d50\u679c\u3002MiniMax-H3 \u5728 517 \u500b\u6848\u4f8b\u4e2d\u53ea\u5f97 41.97% \u6210\u529f\u7387\uff0c\u986f\u793a\u591a\u6a21\u614b\u6574\u5408\u4ecd\u662f\u95dc\u5361\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,162,149,119,197,203],"tags":[],"class_list":["post-12404","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-149","category-119","category-framework","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12404"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12404\/revisions"}],"predecessor-version":[{"id":12407,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12404\/revisions\/12407"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}