{"id":30228,"date":"2026-09-30T14:30:53","date_gmt":"2026-09-30T06:30:53","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=30228"},"modified":"2026-09-30T14:30:53","modified_gmt":"2026-09-30T06:30:53","slug":"%e9%95%bf%e7%a8%8b-agent-%e5%a6%82%e4%bd%95%e8%ae%ba%e5%8a%9f%e8%a1%8c%e8%b5%8f%ef%bc%9f%e5%b0%8f%e7%ba%a2%e4%b9%a6-allspark-%e6%8f%90%e5%87%ba-pact","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/09\/30\/30228\/","title":{"rendered":"\u957f\u7a0b Agent \u5982\u4f55\u8bba\u529f\u884c\u8d4f\uff1f\u5c0f\u7ea2\u4e66 AllSpark \u63d0\u51fa PACT"},"content":{"rendered":"<div class=\"article-desc\">\u5c0f\u7ea2\u4e66 AllSpark \u56e2\u961f\u63d0\u51fa\u4e09\u4e2a\u6b63\u5219\u6761\u4ef6\uff0c\u8bc1\u660e\u6ee1\u8db3\u8fd9\u4e9b\u6761\u4ef6\u7684\u4fe1\u7528\u5206\u914d\u5b58\u5728\u4e14\u552f\u4e00\uff0c\u5e76\u636e\u6b64\u5206\u6790 OPD\u3001RLOO \u548c GAE \u4e2d\u7684\u8bad\u7ec3\u73b0\u8c61\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"c4c2c5\" data-has-transparency=\"false\" style=\"--dominant-color: #c4c2c5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30229\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/d263dfe25e206bb33ec756d16ef48ca3a17f30.jpg\" width=\"640\" height=\"427\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/d263dfe25e206bb33ec756d16ef48ca3a17f30.jpg 640w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/d263dfe25e206bb33ec756d16ef48ca3a17f30-300x200.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/d263dfe25e206bb33ec756d16ef48ca3a17f30-150x100.jpg 150w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<blockquote><p>\u201cThe real justification of these definitions, however, will reside in their implications.\u201d<\/p>\n<p>\u2014\u2014Claude E. 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\u66f4\u65b0\u7684\u54cd\u5e94\u7ea7\u4f18\u52bf\u3002\u8fd9\u4e2a\u4f18\u52bf\u672c\u8eab\u4e0d\u662f Token-Level Credit\uff0c\u4f46\u5b83\u4ea7\u751f\u7684\u671f\u671b\u68af\u5ea6\u8d21\u732e\u4e0e\u4f7f\u7528\u552f\u4e00 Credit \u65f6\u76f8\u540c\u3002\u4e24\u8005\u4ecd\u53ef\u80fd\u6709\u4e0d\u540c\u7684\u91c7\u6837\u566a\u58f0\uff0c\u56e0\u6b64\uff0c\u68af\u5ea6\u7b49\u4ef7\u5e76\u4e0d\u610f\u5473\u7740\u7edf\u8ba1\u6548\u7387\u76f8\u540c\u3002<\/p>\n<h4>\u4e3a\u4ec0\u4e48\u66f4\u7ec6\u7c92\u5ea6\u7684\u00a0GAE\u00a0\u4f1a\u5bf9 Critic \u8bef\u5dee\u654f\u611f\uff1f<\/h4>\n<p>\u8bba\u6587\u8bc1\u660e\uff0c\u5bf9\u4efb\u610f\u56fa\u5b9a\u5e45\u5ea6\uff0c\u6709\u754c\u5956\u52b1\u4e0b\u8d85\u8fc7\u8be5\u5e45\u5ea6\u7684 Credit \u7684\u671f\u671b\u6570\u91cf\u6709\u4e00\u4e2a\u4e0d\u968f\u6700\u5927\u8f68\u8ff9\u957f\u5ea6\u589e\u957f\u7684\u4e0a\u754c\uff0c\u8fd9\u5c31\u662f\u8fd1\u4f3c Credit \u7a00\u758f\u6027\u3002\u5f53\u5c40\u90e8 Credit \u8f83\u5c0f\u65f6\uff0cGAE \u4e2d\u4fdd\u7559\u7684\u4e2d\u95f4 Critic \u8bef\u5dee\u53ef\u80fd\u5e72\u6270\u4f18\u52bf\u4f30\u8ba1\u3002\u53d6 \u03bb=1 \u53ef\u4ee5\u6d88\u9664\u8fd9\u4e9b\u4e2d\u95f4\u8bef\u5dee\u9879\uff0c\u8fd9\u4e5f\u662f\u00a0PACT\u00a0\u7684\u9009\u62e9\u3002<\/p>\n<h3>04\u3001PACT \u8ba9 Critic \u66f4\u597d\u5730\u56de\u5f52 Value\uff0c\u5e76\u8ddf\u4e0a Actor<\/h3>\n<p>Credit \u4e0e Value \u7684\u53d8\u5316\u7d27\u5bc6\u76f8\u5173\u3002\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u662f\uff0c\u5982\u4f55\u8ba9 Critic \u66f4\u51c6\u786e\u5730\u56de\u5f52 Value\uff0c\u5e76\u8ddf\u4e0a\u6b63\u5728\u66f4\u65b0\u7684\u7b56\u7565\uff1f<\/p>\n<p>PACT \u7684\u5168\u79f0\u662f Policy Aligned Critic Training\uff0c\u5206\u522b\u8c03\u6574 Value \u7684\u56de\u5f52\u76ee\u6807\u4e0e Actor\u3001Critic \u7684\u66f4\u65b0\u6d41\u7a0b\u3002<\/p>\n<h3>\u7528 BCE \u56de\u5f52\u6709\u754c Value<\/h3>\n<p>\u5bf9\u4e8e\u6709\u754c\u6700\u7ec8\u5956\u52b1\uff0c\u53ef\u4ee5\u901a\u8fc7\u6b63\u4eff\u5c04\u53d8\u6362\u5c06\u5176\u5f52\u4e00\u5316\u5230 [0,1]\uff0c\u800c\u4e0d\u6539\u53d8\u6700\u4f18\u7b56\u7565\u3002PACT \u7528\u4e8c\u5143\u4ea4\u53c9\u71b5\uff08BCE\uff09\u66ff\u4ee3\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u6765\u56de\u5f52 Value\u3002\u5728\u8fd9\u4e00\u8bbe\u7f6e\u4e0b\uff0c\u4e24\u8005\u7684\u6700\u4f18\u9884\u6d4b\u90fd\u662f\u5956\u52b1\u7684\u6761\u4ef6\u671f\u671b\u3002\u5728\u56fa\u5b9a\u7b56\u7565\u7684\u5bf9\u7167\u5b9e\u9a8c\u4e2d\uff0cBCE Critic \u5728\u4e24\u79cd\u6a21\u578b\u89c4\u6a21\u4e0a\u90fd\u6536\u655b\u66f4\u5feb\u3001\u56de\u5f52\u8bef\u5dee\u66f4\u4f4e\uff0c\u4e5f\u80fd\u66f4\u6e05\u695a\u5730\u533a\u5206\u6210\u529f\u4e0e\u5931\u8d25\u8f68\u8ff9\u7684 Value\u3002<\/p>\n<p><img data-dominant-color=\"f8f8f9\" data-has-transparency=\"true\" style=\"--dominant-color: #f8f8f9;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-30232\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450.png\" width=\"1080\" height=\"576\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450-300x160.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450-1024x546.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450-150x80.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/62169329386c0b13f996017a3ae02875050450-768x410.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h3>Actor \u5148\u66f4\u65b0\uff0c\u4f7f Critic \u4fee\u6b63\u80fd\u591f\u9762\u5411\u65b0\u7b56\u7565<\/h3>\n<p>Actor \u66f4\u65b0\u540e\uff0c\u540c\u4e00\u4e2a\u524d\u7f00\u4e0b\u540e\u7eed\u751f\u6210\u7684\u5206\u5e03\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u5bf9\u5e94\u7684 Value \u4e5f\u53ef\u80fd\u6539\u53d8\u3002\u5728\u672c\u6587\u7814\u7a76\u7684 PPO \u8bad\u7ec3\u6d41\u7a0b\u4e2d\uff0cActor \u548c Critic \u90fd\u4f7f\u7528\u65e7\u7b56\u7565\u91c7\u96c6\u7684\u8f68\u8ff9\u3002Actor \u5b8c\u6210\u66f4\u65b0\u65f6\uff0cCritic \u5e76\u6ca1\u6709\u968f\u4e4b\u5bf9\u9f50\u65b0\u7b56\u7565\u3002<\/p>\n<p>PACT \u91c7\u7528 Actor-Then-Critic \u7684\u987a\u5e8f\uff0c\u5148\u66f4\u65b0 Actor\uff0c\u518d\u5229\u7528\u65b0\u7b56\u7565\u7684\u6982\u7387\u5bf9 Critic \u8bad\u7ec3\u8fdb\u884c\u91cd\u8981\u6027\u91c7\u6837\u4fee\u6b63\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u5bf9\u9f50\u66f4\u65b0\u540e\u7684\u7b56\u7565\u3002\u6574\u4e2a\u8fc7\u7a0b\u590d\u7528\u5df2\u6709\u8f68\u8ff9\uff0c\u53ea\u9700\u989d\u5916\u8fdb\u884c\u4e00\u6b21\u66f4\u65b0\u540e Actor \u7684\u524d\u5411\u8ba1\u7b97\u3002\u5b9e\u9645\u5b9e\u73b0\u4f7f\u7528\u5c40\u90e8\u91cd\u8981\u6027\u6bd4\u7387\uff0c\u5e76\u5c4f\u853d\u8303\u56f4\u5916\u7684\u6837\u672c\u3002<\/p>\n<p><img data-dominant-color=\"e1e6f7\" data-has-transparency=\"false\" style=\"--dominant-color: #e1e6f7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30233\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211.png\" width=\"1080\" height=\"561\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211-300x156.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211-1024x532.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211-150x78.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/09\/75fe5f0059026157e9f011741b989aac126211-768x399.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h3>05\u3001\u4ee3\u7801\u4e0e\u6570\u5b66\u4efb\u52a1\uff0cPACT \u8868\u73b0\u5982\u4f55\uff1f<\/h3>\n<p>\u5728\u4ee3\u7801\u4efb\u52a1\u4e2d\uff0c\u56e2\u961f\u4f7f\u7528\u00a0<strong>Qwen3.6-35B-A3B<\/strong>\uff0c\u5728\u00a0OpenSWE\u00a0\u4e0a\u8bad\u7ec3\u3002PACT \u5728 SWE-bench Verified \u4e0a\u8fbe\u5230<strong>67.4% Pass Rate<\/strong>\uff0c\u76f8\u6bd4 GRPO\u3001PPO \u548c SAO\uff0c\u5206\u522b\u63d0\u9ad8<strong>2.0\u30012.4 \u548c 3.8 \u4e2a\u767e\u5206\u70b9\u3002<\/strong><\/p>\n<p>\u5728\u00a0<strong>Qwen3.5-4B<\/strong>\u4e0a\uff0c\u56e2\u961f\u4f7f\u7528 OpenCode \u5728 DAPO-Math-17k \u7684 3,200 \u9053\u9898\u76ee\u5b50\u96c6\u4e0a\u8bad\u7ec3\u3002PACT \u5728 AIME 2025\u3001AIME 2026\u3001BeyondAIME \u548c HMMT November 2025 \u56db\u4e2a\u57fa\u51c6\u4e0a\u5747\u4f18\u4e8e\u6240\u6bd4\u8f83\u7684\u65b9\u6cd5\uff0cAvg<a class='bp-suggestions-mention' href='https:\/\/aif.amtbbs.org\/%e6%88%90%e5%91%98\/16\/' rel='nofollow'>@16<\/a> \u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230<strong>72.87%<\/strong>\uff0c\u8f83 GRPO \u548c PPO\uff08\u03bb=1\uff09\u5206\u522b\u63d0\u9ad8<strong>8.80 \u548c 13.16 \u4e2a\u767e\u5206\u70b9\u3002<\/strong><\/p>\n<p>\u56e2\u961f\u8fd8\u6bd4\u8f83\u4e86\u6709\u65e0 Critic \u91cd\u8981\u6027\u91c7\u6837\u4fee\u6b63\u7684\u7ed3\u679c\u3002\u4fdd\u6301\u66f4\u65b0\u987a\u5e8f\u3001BCE \u76ee\u6807\u548c Actor \u4fa7\u8bbe\u7f6e\u4e0d\u53d8\uff0c\u4ec5\u79fb\u9664 Critic IS\uff0c\u6570\u5b66\u5e73\u5747\u51c6\u786e\u7387\u4ece\u00a0<strong>72.87% \u964d\u81f3 67.74%<\/strong>\u3002\u52a0\u5165\u4fee\u6b63\u540e\uff0c\u5e73\u5747\u63d0\u9ad8\u00a0<strong>5.13 \u4e2a\u767e\u5206\u70b9<\/strong>\uff0c\u56db\u4e2a\u57fa\u51c6\u5747\u6709\u63d0\u5347\u3002<\/p>\n<p>\u5bf9\u957f\u7a0b Agent \u7684\u8bad\u7ec3\uff0c\u8fd9\u9879\u5de5\u4f5c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u53ef\u4f9b\u5206\u6790\u548c\u4f30\u8ba1\u7684 Credit \u5bf9\u8c61\u3002\u5b83\u89e3\u91ca\u4e86\u6559\u5e08\u5982\u4f55\u627f\u62c5\u9690\u5f0f Critic \u7684\u4f5c\u7528\u3001\u54cd\u5e94\u7ea7\u4f18\u52bf\u4e3a\u4f55\u80fd\u4ea7\u751f\u76f8\u540c\u7684\u671f\u671b\u68af\u5ea6\uff0c\u4ee5\u53ca\u4e2d\u95f4 Value \u8bef\u5dee\u5982\u4f55\u8fdb\u5165 GAE\u3002PACT \u5219\u636e\u6b64\u8c03\u6574 Critic \u7684\u56de\u5f52\u4e0e\u66f4\u65b0\u6d41\u7a0b\uff0c\u5e76\u5728\u6570\u5b66\u548c\u4ee3\u7801\u4efb\u52a1\u4e0a\u68c0\u9a8c\u4e86\u6548\u679c\u3002<\/p>\n<p>\u5f00\u5934\u9999\u519c\u6240\u8bf4\u7684\u201cimplications\u201d\uff0c\u5728\u8fd9\u91cc\u5bf9\u5e94\u7406\u8bba\u523b\u753b\u4e4b\u540e\u7684\u7b97\u6cd5\u5206\u6790\u548c\u5b9e\u9a8c\u3002\u4fe1\u7528\u5206\u914d\u88ab\u786e\u5b9a\u4e0b\u6765\u540e\uff0c\u8bad\u7ec3\u65b9\u6cd5\u5c31\u6709\u4e86\u660e\u786e\u7684\u4f30\u8ba1\u5bf9\u8c61\uff0c\u4e5f\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7814\u7a76\u600e\u6837\u51cf\u5c11\u4f30\u8ba1\u8bef\u5dee\u3001\u8ba9 Critic \u8ddf\u4e0a\u7b56\u7565\u7684\u53d8\u5316\u3002<\/p>\n<p><strong>\u8bba\u6587\u9898\u76ee PACT\uff1a<\/strong><\/p>\n<p>From Credit Assignment to Critic Alignment<\/p>\n<p><strong>\u8bba\u6587\u94fe\u63a5\uff1a<\/strong><\/p>\n<p>https:\/\/arxiv.org\/abs\/2609.26355<\/p>\n<p><strong>\u4ee3\u7801\u94fe\u63a5\uff1a<\/strong><\/p>\n<p>https:\/\/github.com\/AllSpark-Research\/PACT<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4f5c\u8005\u7b80\u4ecb<\/strong><\/p>\n<ul data-id=\"ueafa794-gUcYLHcn\">\n<li data-id=\"ld70c578-9agcYsw0\"><strong>\u5085\u5609\u8a00<\/strong>\uff0cAllSpark Pevek \u7ec4\u7b97\u6cd5\u5b9e\u4e60\u751f\uff0c\u5317\u4eac\u5927\u5b66\u6570\u5b66\u79d1\u5b66\u5b66\u9662\u5728\u8bfb\u7855\u58eb\u7814\u7a76\u751f\u3002<\/li>\n<li data-id=\"ld70c578-vxfDkHMQ\"><strong>\u6c90\u5ddd<\/strong>\uff0cAllSpark Pevek \u7ec4\u8d1f\u8d23\u4eba\u3002<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_30228\" class=\"pvc_stats total_only  \" data-element-id=\"30228\" style=\"\"><i class=\"pvc-stats-icon 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class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5c0f\u7ea2\u4e66 AllSpark \u56e2\u961f\u63d0\u51fa\u4e09\u4e2a\u6b63\u5219\u6761\u4ef6\uff0c\u8bc1\u660e\u6ee1\u8db3\u8fd9\u4e9b\u6761\u4ef6\u7684\u4fe1\u7528\u5206\u914d\u5b58\u5728\u4e14\u552f\u4e00\uff0c\u5e76\u636e\u6b64\u5206\u6790 OPD\u3001RL [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_30228\" class=\"pvc_stats total_only  \" data-element-id=\"30228\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 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