{"id":88539,"date":"2025-07-18T14:08:50","date_gmt":"2025-07-18T06:08:50","guid":{"rendered":"http:\/\/cips-cl.org\/?p=88539"},"modified":"2025-07-18T14:08:55","modified_gmt":"2025-07-18T06:08:55","slug":"ccl-2025%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e4%b8%8e%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e4%b8%93%e9%a2%98%e8%ae%ba%e5%9d%9b%e4%b8%93%e5%ae%b6%e5%90%8d%e5%8d%95%e5%85%ac%e5%b8%83%ef%bc%81","status":"publish","type":"post","link":"http:\/\/cips-cl.org\/?p=88539","title":{"rendered":"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/img.xiumi.us\/xmi\/ua\/5jAZz\/i\/e648728b8c179fa9fff64e1e03c7de6b-sz_495686.jpg\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe\" \/><\/figure>\n<\/div>\n\n\n<p>\u201c\u7b2c\u4e8c\u5341\u56db\u5c4a\u4e2d\u56fd\u8ba1\u7b97\u8bed\u8a00\u5b66\u5927\u4f1a\u201d (The 24th China National Conference on Computational Linguistics\uff0cCCL 2025)&nbsp;\u5c06\u4e8e2025\u5e748\u670811\u65e5\u81f314\u65e5\u5728\u5c71\u4e1c\u7701\u6d4e\u5357\u5e02\u4e3e\u884c\u3002\u4f1a\u8bae\u4e3b\u529e\u5355\u4f4d\u4e3a\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\uff0c\u627f\u529e\u5355\u4f4d\u4e3a\u9f50\u9c81\u5de5\u4e1a\u5927\u5b66\uff08\u5c71\u4e1c\u7701\u79d1\u5b66\u9662\uff09\u3002<\/p>\n\n\n\n<p>\u4e2d\u56fd\u8ba1\u7b97\u8bed\u8a00\u5b66\u5927\u4f1a\u521b\u529e\u4e8e1991\u5e74\uff0c\u7531\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u8ba1\u7b97\u8bed\u8a00\u5b66\u4e13\u4e1a\u59d4\u5458\u4f1a\u4e3b\u529e\u3002\u7ecf\u8fc730\u4f59\u5e74\u7684\u53d1\u5c55\uff0c\u4e2d\u56fd\u8ba1\u7b97\u8bed\u8a00\u5b66\u5927\u4f1a\u5df2\u6210\u4e3a\u56fd\u5185\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u6743\u5a01\u6027\u6700\u9ad8\u3001\u89c4\u6a21\u548c\u5f71\u54cd\u6700\u5927\u7684\u5b66\u672f\u4f1a\u8bae\u3002\u4f5c\u4e3a\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u7684\u65d7\u8230\u4f1a\u8bae\uff0cCCL\u805a\u7126\u4e8e\u4e2d\u56fd\u5883\u5185\u5404\u7c7b\u8bed\u8a00\u7684\u667a\u80fd\u8ba1\u7b97\u548c\u4fe1\u606f\u5904\u7406\uff0c\u4e3a\u7814\u8ba8\u548c\u4f20\u64ad\u8ba1\u7b97\u8bed\u8a00\u5b66\u6700\u65b0\u5b66\u672f\u548c\u6280\u672f\u6210\u679c\u63d0\u4f9b\u4e86\u6700\u5e7f\u6cdb\u7684\u9ad8\u5c42\u6b21\u4ea4\u6d41\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u672c\u6b21\u4f1a\u8bae\u7531\u591a\u6a21\u6001\u5927\u6a21\u578b\u57fa\u7840\u7406\u8bba\u4e0e\u5e94\u7528\u3001\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u3001\u901a\u7528\u7fa4\u4f53\u667a\u80fd\u548c\u9752\u5e74\u4eba\u624d\u8bba\u575b\u56db\u4e2a\u4e13\u9898\u8bba\u575b\u7ec4\u6210\u3002\u5176\u4e2d\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\uff0c\u5c06\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u4f55\u4fca\u8d24\u535a\u58eb\u3001\u6e05\u534e\u5927\u5b66\u4e01\u5b81\u535a\u58eb\u3001\u65b0\u52a0\u5761\u67d0\u516c\u53f8\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u5218\u4e7e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u51af\u4e00\u4eba\u535a\u58eb\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u674e\u96c5\u592b\u7814\u7a76\u5458\u8fdb\u884c\u4e13\u9898\u62a5\u544a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"382\" height=\"384\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-67.png\"  class=\"wp-image-88540\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-67.png 382w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-67-298x300.png 298w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-67-150x150.png 150w\" sizes=\"auto, (max-width: 382px) 100vw, 382px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe1\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe1\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\u6ce8\u518c\u4f1a\u8bae<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e3b\u6301\u4eba<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"435\" height=\"435\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-68.png\"  class=\"wp-image-88541\" style=\"width:363px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-68.png 435w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-68-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-68-150x150.png 150w\" sizes=\"auto, (max-width: 435px) 100vw, 435px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe2\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe2\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u4f55\u4fca\u8d24\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u4f55\u4fca\u8d24\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388\u3002\u4e8e2022\u5e74\u4ece\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u83b7\u5f97\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u535a\u58eb\u5b66\u4f4d\u3002\u4ed6\u6700\u8fd1\u7684\u7814\u7a76\u91cd\u70b9\u662f\u5927\u6a21\u578b\u63a8\u7406\u3002\u62c5\u4efbICLR\u3001ACL\u548cEMNLP\u7684\u9886\u57df\u4e3b\u5e2d\u3002\u4ee3\u8868\u4f5c\u6709Unify-PEFT, C-Eval, CodeIO, SimpleRL\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4f55\u4fca\u8d24:\u5927\u6a21\u578b\u63a8\u7406 \u2014\u2014 \u4ece\u4e2d\u95f4\u8bad\u7ec3\u5230\u5f3a\u5316\u5b66\u4e60<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"435\" height=\"435\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-69.png\"  class=\"wp-image-88542\" style=\"width:327px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-69.png 435w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-69-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-69-150x150.png 150w\" sizes=\"auto, (max-width: 435px) 100vw, 435px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe3\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe3\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u4f55\u4fca\u8d24<\/strong>\uff0c<strong>\u9999\u6e2f\u79d1\u6280\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u590d\u6742\u63a8\u7406\u80fd\u529b\u4e0d\u4ec5\u662f\u5176\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5e94\u7528\u7684\u5173\u952e\u73af\u8282\uff0c\u4e5f\u662f\u8861\u91cf\u6a21\u578b\u667a\u80fd\u6c34\u5e73\u7684\u91cd\u8981\u6807\u5fd7\u4e4b\u4e00\u3002\u5728\u672c\u6b21\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u5c06\u7cfb\u7edf\u4ecb\u7ecd\u63d0\u5347\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u4e3b\u8981\u65b9\u6cd5\u53ca\u76f8\u5173\u7814\u7a76\u8fdb\u5c55\uff0c\u5e76\u5206\u4eab\u6211\u4eec\u5728\u590d\u6742\u63a8\u7406\u80fd\u529b\u63d0\u5347\u65b9\u9762\u7684\u6700\u65b0\u5de5\u4f5c\uff0c\u5305\u62ec\uff1a\uff081\uff09CodeIO\uff1a\u4e00\u79cd\u901a\u8fc7\u5408\u6210\u6570\u636e\u548c\u4e2d\u95f4\u8bad\u7ec3\u9636\u6bb5\u63d0\u5347\u6a21\u578b\u901a\u7528\u63a8\u7406\u80fd\u529b\u7684\u65b9\u6cd5\uff1b\uff082\uff09Laser\uff1a\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u6709\u6548\u538b\u7f29\u601d\u7ef4\u94fe\u957f\u5ea6\uff0c\u4ece\u800c\u63d0\u5347\u63a8\u7406\u6548\u7387\uff1b\uff083\uff09SynLogic\uff1a\u57fa\u4e8e\u5927\u89c4\u6a21\u5408\u6210\u3001\u53ef\u9a8c\u8bc1\u7684\u903b\u8f91\u63a8\u7406\u6570\u636e\uff0c\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u591a\u9879\u63a8\u7406\u80fd\u529b\u3002&nbsp; &nbsp;<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u4f55\u4fca\u8d24\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388\u3002\u4e8e2022\u5e74\u4ece\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u83b7\u5f97\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u535a\u58eb\u5b66\u4f4d\u3002\u4ed6\u6700\u8fd1\u7684\u7814\u7a76\u91cd\u70b9\u662f\u5927\u6a21\u578b\u63a8\u7406\u3002\u62c5\u4efbICLR\u3001ACL\u548cEMNLP\u7684\u9886\u57df\u4e3b\u5e2d\u3002\u4ee3\u8868\u4f5c\u6709Unify-PEFT, C-Eval, CodeIO, SimpleRL\u7b49\u3002&nbsp; &nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e01\u5b81\uff1a\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8\u7684\u63a8\u7406\u6a21\u578b\uff1a\u5bc6\u96c6\u5956\u52b1\u3001\u7b56\u7565\u71b5\u548c\u81ea\u6f14\u5316<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"457\" height=\"571\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-70.png\"  class=\"wp-image-88543\" style=\"width:377px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-70.png 457w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-70-240x300.png 240w\" sizes=\"auto, (max-width: 457px) 100vw, 457px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe4\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe4\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u4e01\u5b81\uff0c\u6e05\u534e\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u63a8\u7406\u6a21\u578b\u7684\u51fa\u73b0\u63ed\u793a\u4e86\u53e6\u4e00\u79cd\u4ee5\u63a2\u7d22\u4e3a\u4e2d\u5fc3\u7684\u89c4\u6a21\u5316\u8d8b\u52bf\uff0c\u5f3a\u5316\u5b66\u4e60\u5219\u662f\u5176\u4e2d\u7684\u6838\u5fc3\u6280\u672f\u3002\u5c3d\u7ba1\u5f3a\u5316\u5b66\u4e60\u5177\u5907\u4e25\u8c28\u7684\u7406\u8bba\u4f53\u7cfb\uff0c\u4f46\u63a8\u7406\u6a21\u578b\u6240\u5f15\u5165\u7684\u6cdb\u5316\u7ef4\u5ea6\u4ecd\u4e3a\u5176\u5e26\u6765\u4e86\u5de8\u5927\u7684\u7814\u7a76\u7a7a\u95f4\u3002\u672c\u6b21\u62a5\u544a\u5c06\u4f1a\u4ecb\u7ecd\u62a5\u544a\u4eba\u8fd1\u671f\u5728\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8\u7684\u63a8\u7406\u6a21\u578b\u7684\u4e00\u7cfb\u5217\u5de5\u4f5c\uff0c\u5305\u62ec\u5bc6\u96c6\u76d1\u7763\u7684\u6784\u5efa\u4e0e\u5e94\u7528\u3001\u6d4b\u8bd5\u65f6\u5f3a\u5316\u5b66\u4e60\u3001\u4ee5\u53ca\u4e00\u4e9b\u6682\u672a\u53d1\u8868\u7684\u7814\u7a76\u5de5\u4f5c\uff08Implicit PRM \u3001PRIME\u3001TTRL\u7b49\uff09\uff0c\u540c\u65f6\u5bf9\u8fd9\u4e2a\u9886\u57df\u8fdb\u884c\u5c55\u671b\u3002&nbsp; &nbsp;&nbsp;<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e01\u5b81\uff0c\u6e05\u534e\u5927\u5b66\u7535\u5b50\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u4eba\u5de5\u667a\u80fd\uff0c\u5c24\u5176\u6ce8\u91cd\u63a2\u7a76\u901a\u7528\u667a\u80fd\u548c\u4e13\u4e1a\u63a8\u7406\u80fd\u529b\u7684\u7406\u8bba\u3001\u7b97\u6cd5\u548c\u7cfb\u7edf\uff0c\u5e76\u81f4\u529b\u4e8e\u5c06\u5176\u5e94\u7528\u5230\u521b\u65b0\u79d1\u5b66\u53d1\u73b0\u4e2d\u3002\u4ed6\u5728Nature Machine Intelligence\u3001ICLR\u3001NeurIPS\u3001ICML\u3001ACL\u7b49\u4eba\u5de5\u667a\u80fd\u4f1a\u8bae\u548c\u671f\u520a\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u8c37\u6b4c\u5b66\u672f\u5f15\u7528\u91cf\u8d85\u8fc77000\u6b21\uff0c\u4e3b\u5bfc\u7684\u5f00\u6e90\u6210\u679c\u5728GitHub\u4e0a\u83b7\u5f97\u8d85\u8fc725000\u661f\u6807\u3002\u4ed6\u66fe\u5165\u9009\u4e2d\u56fd\u79d1\u534f\u9752\u5e74\u4eba\u624d\u6258\u4e3e\u5de5\u7a0b\uff0c\u83b7ACL\u6700\u4f73\u7cfb\u7edf\u6f14\u793a\u8bba\u6587\u5956\u3001\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\u9752\u5e74\u4f18\u79c0\u8bba\u6587\u5956\u548c\u4e91\u5e06\u5956\u3001\u4e2d\u56fd\u7b97\u529b\u5927\u4f1a\u6700\u4f73\u5b66\u672f\u8bba\u6587\u5956\u3001\u6e05\u534e\u5927\u5b66\u4f18\u79c0\u535a\u58eb\u8bba\u6587\u3001\u767e\u5ea6\u5956\u5b66\u91d1\u3001Stanford\u5168\u7403\u524d2%\u79d1\u5b66\u5bb6\u7b49\u8363\u8a89\u3002\u4ed6\u6700\u8fd1\u63d0\u51fa\u878d\u5408\u5bc6\u96c6\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5PRIME\u3001\u6d4b\u8bd5\u65f6\u5f3a\u5316\u5b66\u4e60TTRL\u7b49\u5de5\u4f5c\u3002&nbsp; &nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5218\u4e7e\uff1aSimpleTIR\uff1a\u5927\u6a21\u578b\u53ef\u4ee5\u81ea\u4e3b\u7528\u4ee3\u7801\u601d\u8003\u4e0e\u591a\u6b65\u63a8\u7406<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"502\" height=\"502\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-71.png\"  class=\"wp-image-88544\" style=\"width:340px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-71.png 502w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-71-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-71-150x150.png 150w\" sizes=\"auto, (max-width: 502px) 100vw, 502px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe5\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe5\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u5218\u4e7e<\/strong>\uff0c<strong>\u65b0\u52a0\u5761\u67d0\u516c\u53f8<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u96f6\u5f3a\u5316\u5b66\u4e60\uff08Zero RL\uff09\u8bbe\u7f6e\u4e0b\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u591a\u6b65\u5de5\u5177\u96c6\u6210\u63a8\u7406\uff08TIR\uff09\u5f80\u5f80\u9762\u4e34\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u548c\u4f9d\u8d56\u51b7\u542f\u52a8\u6570\u636e\u7684\u6311\u6218\u3002\u672c\u6b21talk\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86SimpleTIR\u6846\u67b6\uff0c\u4e00\u4e2a\u7528\u4e8e\u8bad\u7ec3\u7aef\u5230\u7aef\u591a\u6b65\u63a8\u7406\u6a21\u578b\u7684\u65b9\u6cd5\u3002SimpleTIR\u5f15\u5165\u4e86\u4e00\u79cd\u7b80\u5355\u9ad8\u6548\u7684\u6570\u636e\u8fc7\u6ee4\u673a\u5236\uff0c\u6210\u529f\u7a33\u5b9a\u4e86\u591a\u6b65\u63a8\u7406\u7684\u96f6\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u3002\u8be5\u6846\u67b6\u4fc3\u4f7f\u6a21\u578b\u81ea\u4e3b\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\uff0c\u5e76\u5c06\u6267\u884c\u7ed3\u679c\u65e0\u7f1d\u6574\u5408\u5230\u540e\u7eed\u63a8\u7406\u94fe\u4e2d\u3002\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cSimpleTIR\u5728\u5355\u6b65\u548c\u591a\u6b65\u8bbe\u7f6e\u4e0b\u5747\u5b9e\u73b0\u4e86\u6700\u5148\u8fdb\u7684\u96f6\u5f3a\u5316\u5b66\u4e60\u6027\u80fd\uff0c\u5e76\u5728\u4ee3\u7801\u751f\u6210\u9891\u7387\u3001\u601d\u7ef4\u94fe\u957f\u5ea6\u53ca\u6574\u4f53\u6027\u80fd\u7b49\u5173\u952e\u6307\u6807\u4e0a\u53d6\u5f97\u4e86\u7a33\u5b9a\u4e14\u663e\u8457\u7684\u63d0\u5347\uff0c\u4e3a\u76f4\u63a5\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u9ad8\u6548\u63d0\u5347\u591a\u6b65\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u4e00\u6761\u7a33\u5b9a\u9ad8\u6548\u7684\u8def\u5f84\u3002<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u5218\u4e7e\u76ee\u524d\u662f\u65b0\u52a0\u5761\u67d0\u516c\u53f8\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u3002\u5728\u8fd9\u4e4b\u524d\uff0c\u4ed6\u662f\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u548c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u8054\u5408\u535a\u58eb\u7814\u7a76\u751f\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u4e3b\u8981\u5305\u62ec\u4ee3\u7801\u751f\u6210\u4e0e\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u7b49\u3002\u4ed6\u5728\u9876\u7ea7\u4f1a\u8bae\u5982ICLR, NeurIPS, ICML\u4e0a\u53d1\u8868\u4e86\u6570\u5341\u7bc7\u8bba\u6587\u3002\u4ed6\u4e00\u4f5c\u7684\u8bba\u6587Reasoning Like Program Executors \u66fe\u83b7\u5f97\u5fae\u8f6fMLADS 2022\u4eba\u5de5\u667a\u80fd\u7814\u8ba8\u4f1a\u6770\u51fa\u8d21\u732e\u5956\uff0c\u4ed6\u53c2\u4e0e\u7684StarCoder 1\/2 \u662f\u5f00\u6e90\u793e\u533a\u77e5\u540d\u7684\u4ee3\u7801\u751f\u6210\u6a21\u578b\u3002\u4ed6\u66fe\u83b7\u5f972020\u5e74\u767e\u5ea6\u5956\u5b66\u91d1\u63d0\u540d\uff0c\u5165\u9009KAUST Rising Stars in AI 2024\uff0c\u5e76\u83b7\u5f97\u5317\u4eac\u5e022023\u5e74\u4f18\u79c0\u535a\u58eb\u8bba\u6587\u63d0\u540d\u5956\u3002\u540c\u65f6\uff0c\u4ed6\u662fMLNLP\u793e\u533a\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u5e76\u62c5\u4efb\u7b2c\u4e00\u5c4aMLNLP\u5927\u4f1a\u7a0b\u5e8f\u59d4\u5458\u4f1a\u4e3b\u5e2d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u51af\u4e00\u4eba\uff1a\u5927\u6a21\u578b\u63a8\u7406: \u66f4\u591a\u6837\u5316\u3001\u77e5\u8bc6\u4e30\u5bcc\uff0c\u548c\u4e25\u8c28<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"432\" height=\"432\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-72.png\"  class=\"wp-image-88545\" style=\"width:368px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-72.png 432w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-72-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-72-150x150.png 150w\" sizes=\"auto, (max-width: 432px) 100vw, 432px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe6\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe6\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u51af\u4e00\u4eba\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u672c\u6b21\u62a5\u544a\u5c06\u63a2\u8ba8\u5982\u4f55\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u6837\u5316\u3001\u77e5\u8bc6\u5bc6\u96c6\u548c\u6570\u5b66\u4e25\u8c28\u573a\u666f\u4e0b\u7684\u63a8\u7406\u80fd\u529b\u3002\u9996\u5148\uff0c\u6211\u4eec\u63d0\u51faMultirole-R1\u6846\u67b6\uff0c\u901a\u8fc7\u591a\u89d2\u8272\u89c6\u89d2\u589e\u5f3a\u4e3b\u89c2\u95ee\u9898\u7684\u591a\u6837\u6027\u4e0e\u51c6\u786e\u6027\uff0c\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u63a8\u7406\u591a\u6837\u6027\u3002\u5176\u6b21\uff0c\u9488\u5bf9\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff0c\u6211\u4eec\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u5168\u5c40\u5956\u52b1\u53cd\u4f20\u7684\u7aef\u5230\u7aef\u4f18\u5316\u65b9\u6cd5\uff0c\u9ad8\u6548\u6574\u5408\u5f02\u6784\u77e5\u8bc6\u5e76\u63d0\u5347\u4e8b\u5b9e\u6027\u3002\u6700\u540e\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e2aHybrid Reasoning\u6846\u67b6\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u5f62\u5f0f\u5316\u8bed\u8a00\u7684\u6df7\u5408\u63a8\u7406\uff0c\u663e\u8457\u63d0\u5347\u6570\u5b66\u95ee\u9898\u7684\u89e3\u51b3\u80fd\u529b\uff0c\u7a81\u7834\u4f20\u7edf\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u7684\u5c40\u9650\u6027\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u591a\u6837\u5316\u63a8\u7406\u3001\u77e5\u8bc6\u589e\u5f3a\u548c\u6570\u5b66\u4e25\u8c28\u6027\u4e0a\u5747\u8fbe\u5230\u9886\u5148\u6c34\u5e73\uff0c\u4e3a\u5927\u6a21\u578b\u7684\u9ad8\u9636\u63a8\u7406\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u51af\u4e00\u4eba\uff0cYi R. (May) Fung\u3002\u73b0\u4e3a\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7cfb\u52a9\u7406\u6559\u6388\uff0c\u662f\u4eba\u5de5\u667a\u80fd\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u9886\u57df\u7684\u65b0\u9510\u5b66\u8005\u3002\u5979\u4e8e2024\u5e74\u83b7\u5f97\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u9999\u69df\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d, \u5e08\u4ece\u8457\u540d\u5b66\u8005Heng Ji \u6559\u6388\u3002\u51af\u6559\u6388\u7684\u7814\u7a76\u805a\u7126\u4e8e\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\u53ef\u4fe1\u8d56\u4eba\u5de5\u667a\u80fd, \u7279\u522b\u5173\u6ce8\u4fe1\u606f\u8bda\u5b9e\u6027\u3001\u57fa\u7840\u6a21\u578b\u77e5\u8bc6\u8fb9\u754c\u611f\u77e5\u3001\u591a\u6a21\u6001\u591a\u8bed\u8a00\u793e\u4f1a\u60c5\u5883\u5316\u63a8\u7406\u7b49\u5173\u952e\u95ee\u9898\u3002H\u6307\u657023, \u8fde\u7eed\u83b7\u5f97ACL 2024\u548cNAACL 2024\u6770\u51fa\u8bba\u6587\u5956, \u4ee5\u53caNAACL 2021\u6700\u4f73Demo\u8bba\u6587\u5956\u3002\u5979\u66fe\u4e3b\u5bfc\u53c2\u4e0e\u591a\u9879\u7f8e\u56fd\u56fd\u5bb6\u7ea7\u91cd\u5927\u9879 \u76ee\uff0c\u5728 ACL \u548c NeurIPS \u7b49\u9876\u7ea7\u4f1a\u8bae\u4efb\u9886\u57df\u4e3b\u5e2d\u3002\u5176\u7814\u7a76\u4e0e\u53ef\u4fe1\u4eba\u5de5\u667a\u80fd\u3001\u9690\u79c1\u4fdd\u62a4 \u7b49\u5bc6\u5207\u76f8\u5173\uff0c\u5728\u5bf9\u8bdd\u7cfb\u7edf\u9690\u79c1\u4fdd\u62a4\u3001\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u8fb9\u754c\u68c0\u6d4b\u548c\u62d2\u7edd\u54cd\u5e94\u8bad\u7ec3\u7b49\u65b9\u5411\u53d6 \u5f97\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4e0e\u672c\u9879\u76ee\u63d0\u51fa\u7684\u9690\u79c1\u4fdd\u62a4\u3001\u5b89\u5168\u9a8c\u8bc1\u7b49\u7814\u7a76\u65b9\u5411\u9ad8\u5ea6\u5951\u5408\u3002&nbsp; &nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u674e\u96c5\u592b\uff1a\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u8fdb\u5316\u8def\u5f84\uff1a\u4ece\u79bb\u7b56\u7565\u5f3a\u5316\u5230\u6d4b\u8bd5\u65f6\u81ea\u9002\u5e94\u4f18\u5316\u00a0\u00a0<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"400\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-73.png\"  class=\"wp-image-88546\" style=\"width:378px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-73.png 400w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-73-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-73-150x150.png 150w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" title=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe7\" alt=\"CCL 2025\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u4e13\u9898\u8bba\u575b\u4e13\u5bb6\u540d\u5355\u516c\u5e03\uff01\u63d2\u56fe7\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u674e\u96c5\u592b\uff0c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6570\u5b66\u63a8\u7406\u4e0e\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u5feb\u901f\u53d1\u5c55, \u63a8\u52a8\u5176\u63a8\u7406\u80fd\u529b\u6301\u7eed\u8fdb\u5316\u3001\u5e76\u66f4\u597d\u5bf9\u9f50\u7528\u6237\u504f\u597d\u5df2\u6210\u4e3a\u91cd\u8981\u7814\u7a76\u65b9\u5411\u3002\u672c\u62a5\u544a\u805a\u7126\u4e24\u6761\u6838\u5fc3\u8def\u5f84\uff1a\u4e00\u662fLUFFY\uff08Learning to Reason Under Off-policy Guidance\uff09, \u901a\u8fc7\u5f15\u5165\u5916\u90e8\u5f3a\u8005\u8f68\u8ff9, \u5b9e\u73b0\u5927\u6a21\u578b\u5728\u79bb\u7b56\u7565\u5f3a\u5316\u5b66\u4e60\u4e0b\u7684\u80fd\u529b\u8dc3\u8fc1, \u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u6570\u5b66\u4e0e\u901a\u7528\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0, \u5e76\u6709\u6548\u7a81\u7834\u5f31\u6a21\u578b\u7684\u4e0a\u9650\uff1b\u4e8c\u662fTPO\uff08Test-time Preference Optimization\uff09\uff0c\u63d0\u51fa\u57fa\u4e8e\u6587\u672c\u53cd\u9988\u7684\u6d4b\u8bd5\u65f6\u81ea\u9002\u5e94\u4f18\u5316\u65b9\u6cd5\uff0c\u65e0\u9700\u53c2\u6570\u66f4\u65b0\uff0c\u6a21\u578b\u5373\u53ef\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u901a\u8fc7\u5956\u52b1\u53cd\u9988\u8fed\u4ee3\u4fee\u6b63\u3001\u7075\u6d3b\u5bf9\u9f50\u7528\u6237\u504f\u597d\uff0c\u5728\u591a\u9879\u8bc4\u6d4b\u4e2d\u5c55\u73b0\u4f18\u5f02\u6027\u80fd\u3002\u62a5\u544a\u5c06\u7cfb\u7edf\u4ecb\u7ecd\u4e0a\u8ff0\u8fdb\u5c55\uff0c\u63a2\u8ba8\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u4ece\u8bad\u7ec3\u671f\u80fd\u529b\u7a81\u7834\u5230\u63a8\u7406\u671f\u81ea\u9002\u5e94\u4f18\u5316\u7684\u524d\u6cbf\u8def\u5f84\u3002<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u674e\u96c5\u592b, \u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7814\u7a76\u5458, \u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u3001\u53ef\u4fe1\u4eba\u5de5\u667a\u80fd\u4e0e\u673a\u5668\u7ffb\u8bd1\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u6d59\u6c5f\u5927\u5b66\u4e0e\u897f\u6e56\u5927\u5b66\u8054\u5408\u57f9\u517b\u9879\u76ee, \u5148\u540e\u83b7\u7231\u4e01\u5821\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7855\u58eb\u53ca\u6b66\u6c49\u5927\u5b66\u7535\u5b50\u4fe1\u606f\u5de5\u7a0b\u5b66\u58eb\u5b66\u4f4d\u3002\u5728ACL\u3001EMNLP\u3001ICLR\u3001ICML\u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u53d1\u8868\u591a\u9879\u7814\u7a76\u6210\u679c\uff0c\u66fe\u83b7ACL 2023\u6700\u4f73\u8bba\u6587\u63d0\u540d, \u5e76\u62c5\u4efbACL\u3001EMNLP\u9886\u57df\u4e3b\u5e2d\u53ca\u591a\u9879\u56fd\u9645\u4f1a\u8bae\u548c\u671f\u520a\u5ba1\u7a3f\u4eba\u3002\u535a\u58eb\u671f\u95f4\u66fe\u83b7\u56fd\u5bb6\u5956\u5b66\u91d1, 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