{"id":7912,"date":"2026-04-14T23:06:12","date_gmt":"2026-04-14T15:06:12","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=7912"},"modified":"2026-04-14T23:07:29","modified_gmt":"2026-04-14T15:07:29","slug":"solving-physics-olympiad-via-reinforcement-learning-on-physics-simulators-we-pre","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/solving-physics-olympiad-via-reinforcement-learning-on-physics-simulators-we-pre\/","title":{"rendered":"Sim2Reason \u6539\u9032\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u7269\u7406\u63a8\u7406\u80fd\u529b"},"content":{"rendered":"\n<p>SIM2REASON 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\u6d88\u9664\u4e86\u5c0d\u4eba\u5de5\u8a3b\u91cb\u7684\u4f9d\u8cf4\uff0c\u4f7f\u5176\u6210\u70ba\u8a13\u7df4 LLMs \u7684\u53ef\u64f4\u5c55\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u5c0d\u65bc\u7406\u89e3\u4f7f\u7528\u7269\u7406\u6a21\u64ec\u5668\u4f5c\u70ba\u6578\u64da\u751f\u6210\u5de5\u5177\u7684\u6838\u5fc3\u6982\u5ff5\u3002\u9019\u500b\u60f3\u6cd5\u662f\u5728\u9019\u4e9b\u6a21\u64ec\u5668\u4e2d\u5275\u5efa\u96a8\u6a5f\u5834\u666f\uff0c\u4e26\u5f9e\u4ea4\u4e92\u4e2d\u5c0e\u51fa\u5408\u6210\u7684\u554f\u7b54\u5c0d\u3002\u9019\u4e0d\u50c5\u81ea\u52d5\u5316\u4e86\u6578\u64da\u751f\u6210\u904e\u7a0b\uff0c\u9084\u78ba\u4fdd\u4e86\u591a\u6a23\u5316\u7684\u554f\u984c\u96c6\uff0c\u53ef\u4ee5\u6311\u6230\u548c\u6539\u9032 LLMs \u7684\u63a8\u7406\u80fd\u529b\u3002\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u61c9\u5bc6\u5207\u95dc\u6ce8 DSL \u7684\u7d50\u69cb\u548c\u4f7f\u7528\u65b9\u5f0f\uff0c\u56e0\u70ba\u5b83\u5728\u9019\u4e9b\u554f\u984c\u7684\u7a0b\u5e8f\u5316\u751f\u6210\u4e2d\u767c\u63ee\u8457\u95dc\u9375\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u5728\u5be6\u8e10\u4e2d\uff0cSIM2REASON \u9996\u5148\u8a2d\u7f6e\u5fc5\u8981\u7684\u6578\u64da\u751f\u6210\u548c\u8a13\u7df4\u74b0\u5883\u3002\u9019\u5305\u62ec\u5b89\u88dd\u5404\u7a2e Python \u5957\u4ef6\u4e26\u914d\u7f6e\u5b58\u5132\u6578\u64da\u548c\u6aa2\u67e5\u9ede\u7684\u8def\u5f91\u3002\u4e00\u65e6\u8a2d\u7f6e\u5b8c\u6210\uff0c\u5c31\u6703\u751f\u6210\u5408\u6210\u5834\u666f\uff0c\u4e26\u5275\u5efa\u548c\u904e\u6ffe\u554f\u7b54\u5c0d\u4ee5\u53bb\u9664\u6377\u5f91\u554f\u984c\u3002\u751f\u6210\u7684\u554f\u7b54\u5c0d\u7136\u5f8c\u88ab\u9810\u8655\u7406\u6210\u9069\u5408\u8a13\u7df4 LLMs \u7684\u683c\u5f0f\u3002\u8a13\u7df4\u904e\u7a0b\u672c\u8eab\u5229\u7528\u5f37\u5316\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u7279\u5225\u662f DAPO \u6f14\u7b97\u6cd5\uff0c\u5c0d\u5982 Qwen2.5 14B Instruct \u4e4b\u985e\u7684\u6a21\u578b\u9032\u884c\u5fae\u8abf\u3002<\/p>\n\n\n\n<p>\u5f9e\u4e2d\u53d7\u76ca\u6700\u5927\u7684\u4eba\u662f\u90a3\u4e9b\u81f4\u529b\u65bc\u63a8\u9032\u4eba\u5de5\u667a\u80fd\u5c0d\u7269\u7406\u63a8\u7406\u7406\u89e3\u7684\u4eba\u3002\u4ee5\u53ca\u5c0b\u627e\u5275\u65b0\u65b9\u5f0f\u6559\u6388\u7269\u7406\u7684\u6559\u80b2\u8005\u3002\u5728\u570b\u969b\u7269\u7406\u5967\u6797\u5339\u514b\uff08IPhO\uff09\u7b49\u73fe\u5be6\u4e16\u754c\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u96f6\u6a23\u672c\u6539\u9032\u5c55\u793a\u4e86\u9019\u7a2e\u65b9\u6cd5\u5728\u6a4b\u63a5\u5408\u6210\u6578\u64da\u548c\u73fe\u5be6\u4e16\u754c\u6578\u64da\u4e4b\u9593\u5dee\u8ddd\u7684\u6f5b\u529b\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u4e5f\u6709\u4e00\u4e9b\u6b0a\u8861\u9700\u8981\u8003\u616e\u3002\u8a2d\u7f6e\u548c\u914d\u7f6e\u904e\u7a0b\u53ef\u80fd\u8907\u96dc\u4e14\u8017\u6642\uff0c\u9700\u8981\u5c0d\u7269\u7406\u6a21\u64ec\u5668\u548c\u6a5f\u5668\u5b78\u7fd2\u6846\u67b6\u6709\u7d2e\u5be6\u7684\u7406\u89e3\u3002\u6b64\u5916\uff0c\u751f\u6210\u5927\u91cf\u5408\u6210\u5834\u666f\u548c\u8a13\u7df4\u5927\u578b LLMs \u6240\u9700\u7684\u8a08\u7b97\u8cc7\u6e90\u53ef\u80fd\u76f8\u7576\u9f90\u5927\u3002\u7814\u7a76\u4eba\u54e1\u9084\u61c9\u8b39\u614e\u5c0d\u5f85\u5408\u6210\u6578\u64da\u7684\u9650\u5236\uff0c\u56e0\u70ba\u5b83\u53ef\u80fd\u7121\u6cd5\u59cb\u7d42\u5b8c\u7f8e\u5730\u8907\u88fd\u73fe\u5be6\u4e16\u754c\u7269\u7406\u554f\u984c\u7684\u7d30\u5fae\u5dee\u7570\u548c\u8907\u96dc\u6027\u3002<\/p>\n\n\n\n<p>SIM2REASON \u63d0\u4f9b\u4e86\u4e00\u689d\u589e\u5f37 LLMs \u7269\u7406\u63a8\u7406\u80fd\u529b\u7684\u6709\u524d\u9014\u9014\u5f91\uff0c\u900f\u904e\u5229\u7528\u7269\u7406\u6a21\u64ec\u5668\u3002\u5c0d\u65bc\u90a3\u4e9b\u5e0c\u671b\u81ea\u52d5\u5316\u6578\u64da\u751f\u6210\u904e\u7a0b\u4e26\u6539\u9032\u6a21\u578b\u5728\u8907\u96dc\u7269\u7406\u554f\u984c\u4e0a\u7684\u8868\u73fe\u7684\u4eba\u7279\u5225\u6709\u76ca\u3002\u5118\u7ba1\u5728\u8a2d\u7f6e\u8907\u96dc\u6027\u548c\u8cc7\u6e90\u9700\u6c42\u65b9\u9762\u5b58\u5728\u6311\u6230\uff0c\u4f46\u6f5b\u5728\u7684\u597d\u8655\u4f7f\u9019\u6210\u70ba\u8a72\u9818\u57df\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u503c\u5f97\u8ffd\u6c42\u7684\u4e8b\u696d\u3002\u900f\u904e\u5c08\u6ce8\u65bc\u554f\u7b54\u5c0d\u7684\u7a0b\u5e8f\u5316\u751f\u6210\u548c\u5f37\u5316\u5b78\u7fd2\u7684\u4f7f\u7528\uff0cSIM2REASON \u70ba\u5728\u79d1\u5b78\u9818\u57df\u8a13\u7df4 LLMs \u8a2d\u7acb\u4e86\u65b0\u7684\u6a19\u6e96\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9700\u8981\u8a18\u4f4f\u7684\u95dc\u9375\u9ede\uff1a<\/strong><\/li>\n\n\n\n<li>SIM2REASON \u4f7f\u7528\u7269\u7406\u6a21\u64ec\u5668\u751f\u6210\u5408\u6210\u7684\u554f\u7b54\u5c0d\uff0c\u589e\u5f37 LLM \u63a8\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5b83\u9069\u5408\u5f9e\u4e8b\u4eba\u5de5\u667a\u80fd\u548c\u7269\u7406\u9818\u57df\u7684\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u3002<\/li>\n\n\n\n<li>\u8a2d\u7f6e\u6d89\u53ca\u5275\u5efa\u5408\u6210\u5834\u666f\u548c\u554f\u7b54\u5c0d\uff0c\u7136\u5f8c\u9032\u884c\u9810\u8655\u7406\u548c\u8a13\u7df4\u3002<\/li>\n\n\n\n<li>\u597d\u8655\u5305\u62ec\u5728\u570b\u969b\u7269\u7406\u5967\u6797\u5339\u514b\uff08IPhO\uff09\u7b49\u73fe\u5be6\u4e16\u754c\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u96f6\u6a23\u672c\u6539\u9032\u3002<\/li>\n\n\n\n<li>\u6b0a\u8861\u5305\u62ec\u8907\u96dc\u7684\u8a2d\u7f6e\u548c\u5927\u91cf\u7684\u8a08\u7b97\u8cc7\u6e90\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u5b83\u4ee3\u8868\u4e86\u5728\u79d1\u5b78\u9818\u57df\uff0c\u7279\u5225\u662f\u7269\u7406\u5b78\u4e2d\u8a13\u7df4 LLMs \u7684\u53ef\u64f4\u5c55\u89e3\u6c7a\u65b9\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/Sim2Reason\/Sim2Reason\" rel=\"noopener noreferrer\">https:\/\/github.com\/Sim2Reason\/Sim2Reason<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SIM2REASON 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