{"id":1170005,"date":"2026-04-30T02:08:45","date_gmt":"2026-04-30T09:08:45","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1170005"},"modified":"2026-04-30T02:08:46","modified_gmt":"2026-04-30T09:08:46","slug":"iclr%e4%b8%8a%e6%96%b0-%e5%9f%ba%e4%ba%8e%e9%aa%8c%e8%af%81%e3%80%81%e5%a5%96%e5%8a%b1%e4%b8%8e%e8%bf%9b%e5%8c%96%e7%9a%84llms%e6%99%ba%e8%83%bd%e4%bd%93%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%89%8d","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/iclr%e4%b8%8a%e6%96%b0-%e5%9f%ba%e4%ba%8e%e9%aa%8c%e8%af%81%e3%80%81%e5%a5%96%e5%8a%b1%e4%b8%8e%e8%bf%9b%e5%8c%96%e7%9a%84llms%e6%99%ba%e8%83%bd%e4%bd%93%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%89%8d\/","title":{"rendered":"ICLR\u4e0a\u65b0 | 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class=\"wp-block-heading\" id=\"1-\u7406\u8bba\u89c6\u89d2\u5206\u6790-\u8bed\u8a00\u6a21\u578b\u89c4\u5212\u4e2d\u5f3a\u5316\u5b66\u4e60\u7684\u6536\u76ca\u4e0e\u9677\u9631\">1.\u7406\u8bba\u89c6\u89d2\u5206\u6790\uff0c\u8bed\u8a00\u6a21\u578b\u89c4\u5212\u4e2d\u5f3a\u5316\u5b66\u4e60\u7684\u6536\u76ca\u4e0e\u9677\u9631<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"851\" height=\"247\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-15-1.webp\" alt=\"text\" class=\"wp-image-1170007\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-15-1.webp 851w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-15-1-300x87.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-15-1-768x223.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-15-1-240x70.webp 240w\" sizes=\"auto, (max-width: 851px) 100vw, 851px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=34a6DfHOUF\">https:\/\/openreview.net\/forum?id=34a6DfHOUF<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5f3a\u5316\u5b66\u4e60\u5df2\u88ab\u5e7f\u6cdb\u7528\u4e8e\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u5212\u80fd\u529b\uff0c\u4f46\u5176\u80cc\u540e\u7684\u7406\u8bba\u673a\u5236\u5c1a\u4e0d\u6e05\u6670\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u56fe\u7684\u89c4\u5212\u62bd\u8c61\u6846\u67b6\uff0c\u4ece\u7406\u8bba\u5c42\u9762\u5206\u6790\u4e86\u7b56\u7565\u68af\u5ea6\uff08PG\uff09\u4e0eQ-learning\u4e24\u7c7b\u4e3b\u6d41\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5728LLMs\u89c4\u5212\u4efb\u52a1\u4e2d\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u76d1\u7763\u5fae\u8c03\u5bb9\u6613\u4f7f\u6a21\u578b\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u5171\u73b0\u5173\u7cfb\u4ea7\u751f\u201c\u9000\u5316\u89e3\u201d\uff0c\u800c\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u63a2\u7d22\u673a\u5236\u624d\u80fd\u5b66\u5230\u771f\u6b63\u53ef\u6cdb\u5316\u7684\u89c4\u5212\u7b56\u7565\u3002\u4f46\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5\u5b58\u5728\u201c\u591a\u6837\u6027\u574d\u584c\u201d\u95ee\u9898\uff0c\u5373\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u8fbe\u5230\u6700\u4f18\u51c6\u786e\u7387\u540e\uff0c\u8f93\u51fa\u5206\u5e03\u7684\u591a\u6837\u6027\u4ecd\u7136\u6301\u7eed\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cQ-learning\u4e0d\u4ec5\u652f\u6301\u79bb\u7b56\u7565\u5b66\u4e60\uff08off-policy\uff09\uff0c\u8fd8\u80fd\u5728\u6536\u655b\u65f6\u4fdd\u6301\u8f93\u51fa\u591a\u6837\u6027\u3002\u7136\u800c\uff0c\u82e5\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0d\u5f53\uff0cQ-learning\u4f1a\u4ea7\u751fQ\u503c\u504f\u5dee\uff0c\u53cd\u800c\u635f\u5bb3\u6a21\u578b\u6027\u80fd\u3002\u6700\u540e\uff0c\u5728Blocksworld\u8fd9\u4e00\u7ecf\u5178\u89c4\u5212\u57fa\u51c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u4e0a\u8ff0\u7406\u8bba\u5206\u6790\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"201\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-16-1.webp\" alt=\"chart\" class=\"wp-image-1170008\" style=\"aspect-ratio:4.303930131004367;width:900px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-16-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-16-1-300x70.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-16-1-768x178.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-16-1-240x56.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aQ-learning \u4e0e PG \u7684\u5b9e\u8bc1\u6bd4\u8f83\u3002 (a) \u5c55\u793a\u4e86\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u51c6\u786e\u7387\u968f\u8bad\u7ec3\u8fdb\u7a0b\u7684\u53d8\u5316\u60c5\u51b5\uff08\u91c7\u7528\u8d2a\u5a6a\u89e3\u7801\uff09\u3002(b) \u6bd4\u8f83\u4e86\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u4e0a\u8f93\u51fa\u591a\u6837\u6027\u4e0e\u51c6\u786e\u7387\u7684\u5e15\u7d2f\u6258\u524d\u6cbf\uff08\u91c7\u7528\u6e29\u5ea6\u89e3\u7801\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2-\u57fa\u4e8e\u667a\u80fd\u4f53\u5956\u52b1\u53cd\u9988\u7684\u4ee3\u7801\u7f8e\u5b66\u4f18\u5316\">2.\u57fa\u4e8e\u667a\u80fd\u4f53\u5956\u52b1\u53cd\u9988\u7684\u4ee3\u7801\u7f8e\u5b66\u4f18\u5316<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"330\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-17-2.webp\" alt=\"text\" class=\"wp-image-1170009\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-17-2.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-17-2-300x114.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-17-2-768x293.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-17-2-240x92.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=Q87kwGI6bx\">https:\/\/openreview.net\/forum?id=Q87kwGI6bx<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u4f46\u5176\u5728\u751f\u6210\u56fe\u8868\u3001\u7f51\u9875\u7b49\u89c6\u89c9\u5bfc\u5411\u7684\u4ee3\u7801\u65f6\uff0c\u5f80\u5f80\u53ea\u5173\u6ce8\u529f\u80fd\u5b9e\u73b0\uff0c\u5ffd\u89c6\u4e86\u5e03\u5c40\u3001\u8272\u5f69\u548c\u4ea4\u4e92\u7b49\u7f8e\u5b66\u7ef4\u5ea6\uff0c\u5bfc\u81f4\u4ea7\u51fa\u6548\u679c\u4e0d\u4f73\u3002<\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u4ee3\u7801\u7f8e\u5b66\u4f18\u5316\u6d41\u7a0b\uff1a\u9996\u5148\u6784\u5efa\u4e86\u5305\u542b\u7ea635.8\u4e07\u9ad8\u8d28\u91cf\u6837\u672c\u7684\u5927\u89c4\u6a21\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6AesCode-358K\uff0c\u6db5\u76d6Python\u53ef\u89c6\u5316\u548c\u7f51\u9875\u8bbe\u8ba1\uff1b\u968f\u540e\u5f15\u5165\u201c\u667a\u80fd\u4f53\u5956\u52b1\u53cd\u9988\u201d\u673a\u5236\uff0c\u5229\u7528\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4ece\u4ee3\u7801\u53ef\u6267\u884c\u6027\u3001\u9759\u6001\u89c6\u89c9\u7f8e\u611f\u548c\u52a8\u6001\u4ea4\u4e92\u4f53\u9a8c\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff1b\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u63d0\u51faGRPO-AR\u7b97\u6cd5\uff0c\u5c06\u591a\u7ef4\u5ea6\u5956\u52b1\u4fe1\u53f7\u878d\u5165\u5f3a\u5316\u5b66\u4e60\uff0c\u4ee5\u8054\u5408\u4f18\u5316\u4ee3\u7801\u7684\u529f\u80fd\u6027\u4e0e\u7f8e\u5b66\u8868\u73b0\uff0c\u5e76\u914d\u5957\u5f00\u53d1\u4e86\u7528\u4e8e\u7cfb\u7edf\u6027\u8bc4\u4f30\u7684OpenDesign\u57fa\u51c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"662\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1.webp\" alt=\"Diagram\" class=\"wp-image-1170010\" style=\"aspect-ratio:1.3066787823716493;width:768px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1-300x230.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1-768x588.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1-80x60.webp 80w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-18-1-235x180.webp 235w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aAesCoder\u6d41\u7a0b\u6982\u8ff0\uff0c\u96c6\u6210\u4e86\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u52a0\u6743\u8bc4\u5206\u673a\u5236\u3002GRPO-AR \u901a\u8fc7\u534f\u8c03\u4e09\u4e2a\u4e13\u95e8\u7684\u5956\u52b1\u667a\u80fd\u4f53\uff08\u5373\u6267\u884c\u667a\u80fd\u4f53\u3001\u9759\u6001\u7f8e\u5b66\u667a\u80fd\u4f53\u548c\u4ea4\u4e92\u5f0f\u7f8e\u5b66\u667a\u80fd\u4f53\uff09\u6765\u6267\u884c GRPO\uff0c\u4ece\u800c\u5b9e\u73b0\u5168\u9762\u7684\u5956\u52b1\u53cd\u9988\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5148\u5728AesCode-358K\u4e0a\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u518d\u7ed3\u5408\u667a\u80fd\u4f53\u5956\u52b1\u53cd\u9988\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728OpenDesign\u53caPandasPlotBench\u7b49\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u3002\u6700\u7ec8\uff0c\u4ec540\u4ebf\u53c2\u6570\u7684AesCoder-4B\u6a21\u578b\u5728\u7f8e\u5b66\u8d28\u91cf\u4e0a\u8d85\u8d8a\u4e86GPT-4o\u548cGPT-4.1\uff0c\u5176\u6027\u80fd\u751a\u81f3\u53ef\u4e0e\u53c2\u6570\u91cf\u8fbe480B\u2013685B\u7684\u8d85\u5927\u89c4\u6a21\u5f00\u6e90\u6a21\u578b\u76f8\u5ab2\u7f8e\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u8be5\u65b9\u6848\u5728\u63d0\u5347\u4ee3\u7801\u7f8e\u5b66\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-empo2-\u57fa\u4e8e\u8bb0\u5fc6\u589e\u5f3a\u4e0e\u6df7\u5408\u4f18\u5316\u7684\u9ad8\u641c\u7d22\u6548\u7387\u667a\u80fd\u4f53\">3.EMPO2\uff1a\u57fa\u4e8e\u8bb0\u5fc6\u589e\u5f3a\u4e0e\u6df7\u5408\u4f18\u5316\u7684\u9ad8\u641c\u7d22\u6548\u7387\u667a\u80fd\u4f53<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"221\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-19-1.webp\" alt=\"text\" class=\"wp-image-1170011\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-19-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-19-1-300x77.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-19-1-768x196.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-19-1-240x61.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=UOzxviKVFO\">https:\/\/openreview.net\/forum?id=UOzxviKVFO<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><br>GitHub\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/agent-lightning\/tree\/main\/contrib\/recipes\/envs\">https:\/\/github.com\/microsoft\/agent-lightning\/tree\/main\/contrib\/recipes\/envs<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u65f6\uff0c\u5982\u4f55\u5e73\u8861\u201c\u5229\u7528\u5df2\u77e5\u77e5\u8bc6\u201d\u4e0e\u201c\u63a2\u7d22\u672a\u77e5\u72b6\u6001\u201d\u662f\u4e00\u4e2a\u5173\u952e\u6311\u6218\u3002\u73b0\u6709\u65b9\u6cd5\u8fc7\u5ea6\u4f9d\u8d56\u9884\u8bad\u7ec3\u77e5\u8bc6\uff0c\u5728\u9700\u8981\u4e3b\u52a8\u63a2\u7d22\u65b0\u72b6\u6001\u7684\u590d\u6742\u4ea4\u4e92\u73af\u5883\u4e2d\u5f80\u5f80\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86EMPO\u00b2\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u975e\u53c2\u6570\u8bb0\u5fc6\u6a21\u5757\u5b58\u50a8\u8fc7\u5f80\u7ecf\u9a8c\uff0c\u5e76\u5229\u7528\u57fa\u4e8e\u72b6\u6001\u65b0\u9896\u6027\u7684\u5185\u5728\u5956\u52b1\u6765\u6fc0\u52b1\u63a2\u7d22\u3002\u5176\u6838\u5fc3\u662f\u6df7\u5408\u7b56\u7565\u4f18\u5316\u673a\u5236\uff1a\u5728\u201c\u5e26\u8bb0\u5fc6\u201d\u6a21\u5f0f\u4e0b\u8fdb\u884c\u91c7\u6837\uff0c\u4ee5\u53d1\u73b0\u66f4\u4f18\u7b56\u7565\uff1b\u968f\u540e\u901a\u8fc7\u79bb\u7b56\u7565\u66f4\u65b0\uff0c\u5c06\u5e26\u8bb0\u5fc6\u7684\u8f68\u8ff9\u4e2d\u7684\u4f18\u8d28\u7ecf\u9a8c\u84b8\u998f\u5230\u4e0d\u5e26\u8bb0\u5fc6\u7684\u7b56\u7565\u4e2d\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u56fa\u6709\u63a2\u7d22\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cEMPO\u00b2\u5728ScienceWorld\u548cWebShop\u73af\u5883\u4e2d\uff0c\u6027\u80fd\u5206\u522b\u6bd4\u57fa\u7ebf\u65b9\u6cd5GRPO\u63d0\u5347\u4e86128.6%\u548c11.3%\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8be5\u667a\u80fd\u4f53\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5728\u5206\u5e03\u5916\u6d4b\u8bd5\u4e2d\u4ec5\u9700\u5c11\u91cf\u5e26\u8bb0\u5fc6\u7684\u8bd5\u9519\u5373\u53ef\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\uff0c\u4e14\u65e0\u9700\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"269\" height=\"166\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-20-2.webp\" alt=\"chart\" class=\"wp-image-1170012\" style=\"width:373px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-20-2.webp 269w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-20-2-240x148.webp 240w\" sizes=\"auto, (max-width: 269px) 100vw, 269px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aGRPO\u4e0eEMPO\u00b2\u5728\u201c\u79d1\u5b66\u4e16\u754c\u201d\u529f\u7387\u7ec4\u4ef6\u4efb\u52a1\u4e0a\u7684\u5b66\u4e60\u66f2\u7ebf\u5bf9\u6bd4\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-evotest-\u9762\u5411\u81ea\u6211\u5b8c\u5584\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8fdb\u5316\u6d4b\u8bd5\u65f6\u5b66\u4e60\">4.EvoTest\uff1a\u9762\u5411\u81ea\u6211\u5b8c\u5584\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8fdb\u5316\u6d4b\u8bd5\u65f6\u5b66\u4e60<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"284\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-21-1.webp\" alt=\"text\" class=\"wp-image-1170013\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-21-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-21-1-300x98.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-21-1-768x252.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-21-1-240x79.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=JFnnajbkvP\">https:\/\/openreview.net\/forum?id=JFnnajbkvP<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5f53\u524d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u5728\u90e8\u7f72\u540e\uff0c\u5176\u80fd\u529b\u5f80\u5f80\u88ab\u56fa\u5316\uff0c\u9762\u5bf9\u672a\u77e5\u6216\u590d\u6742\u73af\u5883\u65f6\uff0c\u96be\u4ee5\u5728\u6d4b\u8bd5\u9636\u6bb5\u5373\u65f6\u5b66\u4e60\u65b0\u6280\u80fd\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u5b9e\u9645\u52a8\u6001\u573a\u666f\u4e2d\u7684\u5e94\u7528\u3002\u4e3a\u7cfb\u7edf\u6027\u8bc4\u4f30\u8fd9\u4e00\u201c\u6d4b\u8bd5\u65f6\u5b66\u4e60\u201d\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86 Jericho Test-Time Learning (J-TTL) \u57fa\u51c6\u3002\u8be5\u57fa\u51c6\u8981\u6c42\u667a\u80fd\u4f53\u5728\u8fde\u7eed\u591a\u8f6e\u6e38\u73a9\u540c\u4e00\u6b3e\u6587\u672c\u5192\u9669\u6e38\u620f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ec5\u4f9d\u9760\u81ea\u8eab\u7ecf\u9a8c\u8fdb\u884c\u7b56\u7565\u6539\u8fdb\uff0c\u6a21\u62df\u4e86\u771f\u5b9e\u4e16\u754c\u4e2d\u667a\u80fd\u4f53\u9700\u8981\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 EvoTest \u6846\u67b6\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u8fdb\u5316\u7b97\u6cd5\u7684\u6d4b\u8bd5\u65f6\u5b66\u4e60\u7cfb\u7edf\u3002\u5b83\u65e0\u9700\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u6216\u68af\u5ea6\u66f4\u65b0\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u201c\u6267\u884c\u667a\u80fd\u4f53\u201d\u8d1f\u8d23\u4e0e\u73af\u5883\u4ea4\u4e92\uff0c\u5e76\u7531\u4e00\u4e2a\u201c\u8fdb\u5316\u667a\u80fd\u4f53\u201d\u5206\u6790\u6bcf\u8f6e\u7684\u4ea4\u4e92\u8bb0\u5f55\uff0c\u5bf9\u4e0b\u4e00\u8f6e\u7684\u7cfb\u7edf\u914d\u7f6e\uff08\u5305\u62ec\u7b56\u7565\u63d0\u793a\u3001\u8bb0\u5fc6\u5e93\u3001\u8d85\u53c2\u6570\u548c\u5de5\u5177\u4f7f\u7528\u6d41\u7a0b\uff09\u8fdb\u884c\u201c\u8fdb\u5316\u201d\u5f0f\u4fee\u6539\u3002\u8fd9\u79cd\u65b9\u6cd5\u672c\u8d28\u4e0a\u662f\u5c06\u667a\u80fd\u4f53\u89c6\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u7a0b\u5e8f\uff0c\u5229\u7528\u8fdb\u5316\u7b97\u6cd5\u5728\u6d4b\u8bd5\u65f6\u5bf9\u5176\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"580\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-22-1.webp\" alt=\"Diagram\" class=\"wp-image-1170014\" style=\"width:784px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-22-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-22-1-300x201.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-22-1-768x515.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-22-1-240x161.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aEvoTest \u67b6\u6784\uff0c\u65e8\u5728\u652f\u6301\u6d4b\u8bd5\u65f6\u5b66\u4e60\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728 J-TTL \u57fa\u51c6\u4e0a\uff0c\u73b0\u6709\u65b9\u6cd5\uff08\u5982\u53cd\u601d\u3001\u8bb0\u5fc6\u589e\u5f3a\u6216\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\uff09\u5747\u96be\u4ee5\u53d6\u5f97\u6709\u6548\u8fdb\u5c55\uff0c\u800c EvoTest \u80fd\u591f\u6301\u7eed\u63d0\u5347\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cEvoTest \u662f\u76ee\u524d\u552f\u4e00\u4e00\u4e2a\u80fd\u591f\u6210\u529f\u901a\u5173\u5176\u4e2d\u4e24\u6b3e\u6e38\u620f\uff08Detective \u548c Library\uff09\u7684\u65b9\u6cd5\uff0c\u800c\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u5747\u672a\u80fd\u901a\u5173\u4efb\u4f55\u6e38\u620f\uff0c\u8bc1\u660e\u4e86\u8be5\u65e0\u68af\u5ea6\u8fdb\u5316\u6846\u67b6\u5728\u8d4b\u4e88\u667a\u80fd\u4f53\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5-loongrl-\u9762\u5411\u957f\u4e0a\u4e0b\u6587\u9ad8\u7ea7\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60-oral\">5.LoongRL\uff1a\u9762\u5411\u957f\u4e0a\u4e0b\u6587\u9ad8\u7ea7\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\uff08Oral\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"863\" height=\"202\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-23-1.webp\" alt=\"text\" class=\"wp-image-1170015\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-23-1.webp 863w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-23-1-300x70.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-23-1-768x180.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-23-1-240x56.webp 240w\" sizes=\"auto, (max-width: 863px) 100vw, 863px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=o29E01Q6bv\">https:\/\/openreview.net\/forum?id=o29E01Q6bv<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u91cd\u8981\u6311\u6218\u4e4b\u4e00\u3002\u73b0\u6709\u6a21\u578b\u5728\u957f\u6587\u672c\u573a\u666f\u4e0b\u5f80\u5f80\u66f4\u64c5\u957f\u6d45\u5c42\u68c0\u7d22\uff0c\u4f46\u5bf9\u8de8\u6587\u6863\u3001\u591a\u8df3\u3001\u9700\u8981\u89c4\u5212\u4e0e\u9010\u6b65\u5b9a\u4f4d\u7684\u4fe1\u606f\u6574\u5408\u80fd\u529b\u4ecd\u7136\u4e0d\u8db3\u3002\u540c\u65f6\uff0c\u9ad8\u8d28\u91cf\u7684\u957f\u4e0a\u4e0b\u6587\u590d\u6742\u63a8\u7406\u6570\u636e\u8f83\u4e3a\u7a00\u7f3a\uff0c\u800c\u76f4\u63a5\u5728 128K \u7b49\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0a\u5f00\u5c55\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u53c8\u4f1a\u5e26\u6765\u5f88\u9ad8\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u672c\u7bc7ICLR 2026\u7684Oral\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u9762\u5411\u957f\u4e0a\u4e0b\u6587\u590d\u6742\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6LoongRL\u3002\u5176\u6838\u5fc3\u662fKeyChain\u6570\u636e\u5408\u6210\u65b9\u6cd5\uff1a\u4ece\u77ed\u6587\u672c\u591a\u8df3\u95ee\u7b54\u51fa\u53d1\uff0c\u901a\u8fc7\u5728\u5927\u91cf\u5e72\u6270\u6587\u6863\u4e2d\u63d2\u5165\u57fa\u4e8e UUID \u7684\u952e\u503c\u94fe\uff0c\u5c06\u771f\u5b9e\u95ee\u9898\u9690\u85cf\u5728\u957f\u4e0a\u4e0b\u6587\u4e2d\uff0c\u4ece\u800c\u6784\u9020\u51fa\u9700\u8981\u201c\u8def\u5f84\u8ffd\u8e2a-\u95ee\u9898\u5b9a\u4f4d-\u4fe1\u606f\u68c0\u7d22-\u591a\u6b65\u63a8\u7406\u201d\u624d\u80fd\u5b8c\u6210\u7684\u9ad8\u96be\u5ea6\u4efb\u52a1\u3002\u57fa\u4e8e\u6b64\uff0cLoongRL \u4f7f\u7528 GRPO \u8fdb\u884c\u591a\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\uff0c\u5e76\u7ed3\u5408\u53cc\u5411\u5b50\u4e32\u7cbe\u786e\u5339\u914d\u7684\u89c4\u5219\u5f0f\u9a8c\u8bc1\u5956\u52b1\uff0c\u5728 16K \u957f\u5ea6\u7684\u6df7\u5408\u8bad\u7ec3\u6570\u636e\u4e0a\u5b8c\u6210\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"257\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-24-1.webp\" alt=\"Diagram\" class=\"wp-image-1170016\" style=\"aspect-ratio:3.3659905395654612;width:798px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-24-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-24-1-300x89.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-24-1-768x228.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-24-1-240x71.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aKeyChain \u6570\u636e\u6784\u5efa\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cLoongRL \u5b66\u5230\u4e86\u4e00\u79cd\u5177\u6709\u89c4\u5212\u3001\u68c0\u7d22\u3001\u63a8\u7406\u4e0e\u590d\u6838\u7279\u5f81\u7684\u63a8\u7406\u884c\u4e3a\u6a21\u5f0f\uff0c\u5e76\u5c55\u73b0\u51fa\u8f83\u5f3a\u7684\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\uff1a\u5c3d\u7ba1\u8bad\u7ec3\u4ec5\u5728 16K \u4e0a\u8fdb\u884c\uff0c\u4f46\u6a21\u578b\u5728 128K \u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e0a\u4ecd\u80fd\u53d6\u5f97\u663e\u8457\u63d0\u5347\u3002\u5728 Qwen2.5-7B \u548c Qwen2.5-14B \u4e0a\uff0c\u5176\u957f\u4e0a\u4e0b\u6587\u591a\u8df3\u95ee\u7b54\u51c6\u786e\u7387\u5206\u522b\u63d0\u5347 23.5% \u548c 21.1%\uff1b\u5176\u4e2d LoongRL-14B \u5728\u76f8\u5173\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u57fa\u51c6\u4e0a\u8fbe\u5230 74.2\uff0c\u63a5\u8fd1 o3-mini (74.5) \u548c DeepSeek-R1 (74.9) \u7b49\u66f4\u5927\u6a21\u578b\u3002\u540c\u65f6\uff0c\u8be5\u65b9\u6cd5\u5728\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u6d4b\u8bd5\uff08\u5982 128K needle-in-a-haystack\uff09\u4e0a\u8868\u73b0\u7a33\u5b9a\uff0c\u5e76\u57fa\u672c\u4fdd\u6301\u4e86\u77ed\u4e0a\u4e0b\u6587\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-prore-\u901a\u8fc7\u63a8\u7406\u5668-\u6267\u884c\u5668\u534f\u4f5c\u5b9e\u73b0\u7684gui\u667a\u80fd\u4f53\u4e3b\u52a8\u5956\u52b1\u7cfb\u7edf\">6.ProRe\uff1a\u901a\u8fc7\u63a8\u7406\u5668-\u6267\u884c\u5668\u534f\u4f5c\u5b9e\u73b0\u7684GUI\u667a\u80fd\u4f53\u4e3b\u52a8\u5956\u52b1\u7cfb\u7edf<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"282\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-25-1.webp\" alt=\"text\" class=\"wp-image-1170017\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-25-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-25-1-300x98.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-25-1-768x250.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-25-1-240x78.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=xtysskccFc\">https:\/\/openreview.net\/forum?id=xtysskccFc<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3 GUI \u667a\u80fd\u4f53\u65f6\uff0c\u5982\u4f55\u5b9a\u4e49\u53ef\u9760\u7684\u5956\u52b1\u4fe1\u53f7\u662f\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\u3002\u7531\u4e8e\u96be\u4ee5\u83b7\u53d6\u5e94\u7528\u7a0b\u5e8f\u7684\u5e95\u5c42\u6570\u636e\u5e93\u6216\u6807\u51c6\u7b54\u6848\u8f68\u8ff9\uff0c\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u6216\u9759\u6001\u201cLLMs \u5373\u88c1\u5224\u201d\u7684\u5956\u52b1\u65b9\u6cd5\u5f80\u5f80\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3001\u51c6\u786e\u5ea6\u6709\u9650\uff0c\u96be\u4ee5\u51c6\u786e\u8861\u91cf\u667a\u80fd\u4f53\u5728\u590d\u6742\u56fe\u5f62\u754c\u9762\u4ea4\u4e92\u4e2d\u7684\u771f\u5b9e\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e3b\u52a8\u5f0f\u5956\u52b1\u7cfb\u7edfProRe\u3002\u8be5\u65b9\u6cd5\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u63a8\u7406\u5668\u2014\u6267\u884c\u5668\u201d\u534f\u4f5c\u67b6\u6784\uff1a\u5148\u7531\u4e00\u4e2a\u901a\u7528\u63a8\u7406\u5668\uff08Reasoner\uff09\u6839\u636e\u5f53\u524d\u8f68\u8ff9\uff0c\u52a8\u6001\u89c4\u5212\u51fa\u9700\u8981\u63a2\u67e5\u7684\u5173\u952e\u754c\u9762\u72b6\u6001\uff1b\u518d\u7531\u9886\u57df\u4e13\u7528\u7684\u8bc4\u4f30\u6267\u884c\u5668\uff08Actor\/Evaluator\uff09\u4e3b\u52a8\u4e0e GUI \u73af\u5883\u4ea4\u4e92\uff0c\u901a\u8fc7\u70b9\u51fb\u3001\u8f93\u5165\u7b49\u64cd\u4f5c\u63a2\u9488\u83b7\u53d6\u989d\u5916\u7684\u89c2\u5bdf\u548c\u53cd\u9988\uff1b\u6700\u540e\uff0c\u63a8\u7406\u5668\u7efc\u5408\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4e3a\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u5206\u914d\u66f4\u51c6\u786e\u3001\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u3002\u6574\u4e2a\u6d41\u7a0b\u5c06\u5956\u52b1\u8fc7\u7a0b\u4ece\u88ab\u52a8\u6253\u5206\u8f6c\u53d8\u4e3a\u4e3b\u52a8\u63a2\u6d4b\u548c\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"386\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-26-1.webp\" alt=\"Diagram\" class=\"wp-image-1170018\" style=\"width:793px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-26-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-26-1-300x134.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-26-1-768x343.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-26-1-240x107.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aProRe \u63d0\u8bae\u901a\u8fc7\u5c06\u63a8\u7406\u5668-\u6267\u884c\u5668\u4f5c\u4e3a\u8bc4\u5224\u8005\u6765\u5956\u52b1 GUI \u667a\u80fd\u4f53\uff0c\u800c\u975e\u4f9d\u8d56\u4e13\u5bb6\u624b\u52a8\u7f16\u5199\u6d4b\u8bd5\u4ee3\u7801\u6216\u4f9d\u8d56\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bc4\u4f30\u9759\u6001\u8f68\u8ff9\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cProRe \u5728\u8d85\u8fc7 3000 \u6761 GUI \u4ea4\u4e92\u8f68\u8ff9\u4e0a\u663e\u8457\u63d0\u5347\u4e86\u5956\u52b1\u8d28\u91cf\uff0c\u5176\u5956\u52b1\u51c6\u786e\u7387\u548c F1 \u5206\u6570\u76f8\u6bd4\u57fa\u7ebf\u65b9\u6cd5\u6700\u9ad8\u63d0\u5347\u4e86\u7ea6 5.3% \u548c 19.4%\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5c06 ProRe \u4f5c\u4e3a\u5916\u90e8\u5956\u52b1\u6a21\u5757\u4e0e\u5148\u8fdb\u7684\u7b56\u7565\u6a21\u578b\u7ed3\u5408\u540e\uff0cGUI \u667a\u80fd\u4f53\u7684\u6574\u4f53\u4efb\u52a1\u6210\u529f\u7387\u6700\u9ad8\u63d0\u5347\u4e86 22.4%\uff0c\u9a8c\u8bc1\u4e86\u8be5\u4e3b\u52a8\u5956\u52b1\u673a\u5236\u5728\u63d0\u5347\u667a\u80fd\u4f53\u6027\u80fd\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-reveal-\u901a\u8fc7\u53ef\u9760\u81ea\u6211\u9a8c\u8bc1\u5b9e\u73b0\u7684\u81ea\u6f14\u5316\u4ee3\u7801\u667a\u80fd\u4f53\">7.ReVeal\uff1a\u901a\u8fc7\u53ef\u9760\u81ea\u6211\u9a8c\u8bc1\u5b9e\u73b0\u7684\u81ea\u6f14\u5316\u4ee3\u7801\u667a\u80fd\u4f53<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"248\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-27-1.webp\" alt=\"text\" class=\"wp-image-1170019\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-27-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-27-1-300x86.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-27-1-768x220.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-27-1-240x69.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=q56ZI1Co43\">https:\/\/openreview.net\/forum?id=q56ZI1Co43<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5f80\u5f80\u4ec5\u4f9d\u8d56\u7ed3\u679c\u5956\u52b1\uff0c\u7f3a\u4e4f\u53ef\u9760\u7684\u81ea\u6211\u9a8c\u8bc1\u80fd\u529b\uff0c\u56e0\u6b64\u96be\u4ee5\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u6301\u7eed\u53d1\u73b0\u9519\u8bef\u3001\u4fee\u6b63\u4ee3\u7801\u5e76\u5b9e\u73b0\u7a33\u5b9a\u7684\u6d4b\u8bd5\u65f6\u6269\u5c55\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u8f6e\u5f3a\u5316\u5b66\u4e60\u6846\u67b6 ReVeal\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u663e\u5f0f\u4f18\u5316\u201c\u81ea\u6211\u9a8c\u8bc1\u201d\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u5de5\u5177\u53cd\u9988\u9a71\u52a8\u4ee3\u7801\u7684\u6301\u7eed\u8fdb\u5316\u3002<\/p>\n\n\n\n<p>ReVeal \u5c06\u4ee3\u7801\u6c42\u89e3\u5efa\u6a21\u4e3a\u201c\u751f\u6210-\u9a8c\u8bc1\u201d\u7684\u4ea4\u66ff\u8fed\u4ee3\uff1a\u6a21\u578b\u9996\u5148\u751f\u6210\u521d\u6b65\u4ee3\u7801\uff0c\u968f\u540e\u5c1d\u8bd5\u7f16\u5199\u6d4b\u8bd5\u7528\u4f8b\u5e76\u7ed3\u5408\u4ee3\u7801\u6267\u884c\u5668\u7b49\u5de5\u5177\u83b7\u53d6\u53cd\u9988\uff0c\u518d\u6839\u636e\u53cd\u9988\u4e0d\u65ad\u4fee\u6539\u4ee3\u7801\u3002\u8be5\u6846\u67b6\u5f15\u5165\u4e86 TAPO\uff08Turn-Aware Policy Optimization\uff09\u7b97\u6cd5\uff0c\u7ed3\u5408\u7ed3\u679c\u5956\u52b1\u548c\u9010\u8f6e\u7a20\u5bc6\u5956\u52b1\uff0c\u5bf9\u6bcf\u4e00\u8f6e\u7684\u751f\u6210\u548c\u9a8c\u8bc1\u884c\u4e3a\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7684\u4fe1\u7528\u5206\u914d\uff0c\u4ece\u800c\u534f\u540c\u63d0\u5347\u6a21\u578b\u7684\u4ee3\u7801\u7f16\u5199\u3001\u6d4b\u8bd5\u8bbe\u8ba1\u4e0e\u9519\u8bef\u8bca\u65ad\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cReVeal \u8bad\u7ec3\u51fa\u7684\u667a\u80fd\u4f53\u5177\u5907\u5f3a\u5927\u7684\u81ea\u6211\u8fdb\u5316\u80fd\u529b\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u5b83\u80fd\u5229\u7528\u81ea\u6211\u6784\u5efa\u7684\u6d4b\u8bd5\u548c\u5de5\u5177\u53cd\u9988\uff0c\u5c06\u4ee3\u7801\u6301\u7eed\u4f18\u5316\u4e8c\u5341\u8f6e\u4ee5\u4e0a\uff0c\u8fdc\u8d85\u8bad\u7ec3\u65f6\u7684\u8f6e\u6570\u9650\u5236\u3002\u8be5\u65b9\u6cd5\u5728 LiveCodeBench \u7b49\u57fa\u51c6\u4e0a\u663e\u8457\u63d0\u5347\u4e86 Pass@k \u6307\u6807\uff0c\u5c55\u793a\u4e86\u66f4\u5f3a\u7684\u63a2\u7d22\u80fd\u529b\uff0c\u4e3a\u5b9e\u73b0\u66f4\u9c81\u68d2\u3001\u81ea\u4e3b\u7684 AI \u7f16\u7a0b\u52a9\u624b\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u7684\u65b0\u8303\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"312\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-28-1.webp\" alt=\"chart\" class=\"wp-image-1170020\" style=\"width:770px\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-28-1.webp 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-28-1-300x108.webp 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-28-1-768x277.webp 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/04\/640-28-1-240x87.webp 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1aReVeal\u5728LiveCodeBench V6\u4e0a\u7684\u6027\u80fd\u8868\u73b0\u3002(a) ReVeal\u5b9e\u73b0\u4e86\u6709\u6548\u7684\u6d4b\u8bd5\u65f6\u6269\u5c55\uff0cPass@1\u51c6\u786e\u7387\u4ece\u7b2c1\u8f6e\u768434.8%\u63d0\u5347\u81f3\u7b2c25\u8f6e\u768438.7%\u3002(b) ReVeal\uff08max_turn=10\uff09\u5728Pass@k\u6307\u6807\u4e0a\u59cb\u7ec8\u4f18\u4e8e\u57fa\u7840\u6a21\u578b\u548c\u5f3a\u5316\u5b66\u4e60\u57fa\u7ebf\uff0c\u62d3\u5bbd\u4e86\u57fa\u7840\u6a21\u578b\u7684\u63a8\u7406\u8fb9\u754c\uff0c\u800c\u4ec5\u4f9d\u8d56\u7ed3\u679c\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\u57fa\u7ebf\u672a\u80fd\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002 4\u670823\u65e5\u81f34\u670827\u65e5\uff0c\u6df1\u5ea6\u5b66\u4e60\u4e0e\u8868\u5f81\u5b66\u4e60\u9886\u57df\u6700\u8d1f\u76db\u540d\u7684\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u7684ICLR\uff0c\u5c06\u5728\u5df4\u897f\u91cc\u7ea6\u70ed\u5185\u5362\u4e3e\u884c\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 ICLR 2026\u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u7684\u7814\u7a76\u5de5\u4f5c\u6db5\u76d6\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u7406\u8bba\u5206\u6790\u3001\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u548c\u4ee3\u7801\u751f\u6210\u9a8c\u8bc1\u7684\u4e13\u9879\u4f18\u5316\u3001\u667a\u80fd\u4f53\u63a2\u7d22\u80fd\u529b\u7684\u4f18\u5316\u7b49\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 1.\u7406\u8bba\u89c6\u89d2\u5206\u6790\uff0c\u8bed\u8a00\u6a21\u578b\u89c4\u5212\u4e2d\u5f3a\u5316\u5b66\u4e60\u7684\u6536\u76ca\u4e0e\u9677\u9631 2.\u57fa\u4e8e\u667a\u80fd\u4f53\u5956\u52b1\u53cd\u9988\u7684\u4ee3\u7801\u7f8e\u5b66\u4f18\u5316 3.EMPO\u00b2\uff1a\u57fa\u4e8e\u8bb0\u5fc6\u589e\u5f3a\u4e0e\u6df7\u5408\u4f18\u5316\u7684\u9ad8\u641c\u7d22\u6548\u7387\u667a\u80fd\u4f53 4.EvoTest\uff1a\u9762\u5411\u81ea\u6211\u5b8c\u5584\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8fdb\u5316\u6d4b\u8bd5\u65f6\u5b66\u4e60 5.LoongRL\uff1a\u9762\u5411\u957f\u4e0a\u4e0b\u6587\u9ad8\u7ea7\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\uff08Oral\uff09 6.ProRe\uff1a\u901a\u8fc7\u63a8\u7406\u5668-\u6267\u884c\u5668\u534f\u4f5c\u5b9e\u73b0\u7684GUI\u667a\u80fd\u4f53\u4e3b\u52a8\u5956\u52b1\u7cfb\u7edf 7.ReVeal\uff1a\u901a\u8fc7\u53ef\u9760\u81ea\u6211\u9a8c\u8bc1\u5b9e\u73b0\u7684\u81ea\u6f14\u5316\u4ee3\u7801\u667a\u80fd\u4f53 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/forum?id=34a6DfHOUF (opens in new tab) \u5c3d\u7ba1\u5f3a\u5316\u5b66\u4e60\u5df2\u88ab\u5e7f\u6cdb\u7528\u4e8e\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u5212\u80fd\u529b\uff0c\u4f46\u5176\u80cc\u540e\u7684\u7406\u8bba\u673a\u5236\u5c1a\u4e0d\u6e05\u6670\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u56fe\u7684\u89c4\u5212\u62bd\u8c61\u6846\u67b6\uff0c\u4ece\u7406\u8bba\u5c42\u9762\u5206\u6790\u4e86\u7b56\u7565\u68af\u5ea6\uff08PG\uff09\u4e0eQ-learning\u4e24\u7c7b\u4e3b\u6d41\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5728LLMs\u89c4\u5212\u4efb\u52a1\u4e2d\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u3002 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\u76f8\u6bd4\u4e4b\u4e0b\uff0cQ-learning\u4e0d\u4ec5\u652f\u6301\u79bb\u7b56\u7565\u5b66\u4e60\uff08off-policy\uff09\uff0c\u8fd8\u80fd\u5728\u6536\u655b\u65f6\u4fdd\u6301\u8f93\u51fa\u591a\u6837\u6027\u3002\u7136\u800c\uff0c\u82e5\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0d\u5f53\uff0cQ-learning\u4f1a\u4ea7\u751fQ\u503c\u504f\u5dee\uff0c\u53cd\u800c\u635f\u5bb3\u6a21\u578b\u6027\u80fd\u3002\u6700\u540e\uff0c\u5728Blocksworld\u8fd9\u4e00\u7ecf\u5178\u89c4\u5212\u57fa\u51c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u4e0a\u8ff0\u7406\u8bba\u5206\u6790\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/forum?id=Q87kwGI6bx (opens in new tab) 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