{"id":88468,"date":"2025-07-11T10:08:02","date_gmt":"2025-07-11T02:08:02","guid":{"rendered":"http:\/\/cips-cl.org\/?p=88468"},"modified":"2025-07-11T10:08:05","modified_gmt":"2025-07-11T02:08:05","slug":"ccl-2025-%e8%ae%b2%e4%b9%a0%e7%8f%ad%e5%85%ac%e5%b8%83%ef%bc%81","status":"publish","type":"post","link":"http:\/\/cips-cl.org\/?p=88468","title":{"rendered":"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01"},"content":{"rendered":"\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.xiumi.us\/xmi\/ua\/5jAZz\/i\/e648728b8c179fa9fff64e1e03c7de6b-sz_495686.jpg\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe\" \/><\/figure>\n<\/figure>\n\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>\u8bb2\u4e60\u73ed\u62a5\u544a\u5c06\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u4f55\u4fca\u8d24\u535a\u58eb\u3001\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u738b\u5e0c\u5ef7\u526f\u6559\u6388\u3001\u4e2d\u592e\u6c11\u65cf\u5927\u5b66\u674e\u6587\u66e6\u535a\u58eb\u3001\u5317\u4eac\u5927\u5b66\u8a79\u536b\u4e1c\u6559\u6388\u3001\u5251\u6865\u5927\u5b66\u5b59\u8587\u8587\u526f\u6559\u6388\u3001\u590d\u65e6\u5927\u5b66\u9b4f\u5fe0\u94b0\u526f\u6559\u6388\u548c\u590d\u65e6\u5927\u5b66\u66f9\u827a\u99a8\u9752\u5e74\u7814\u7a76\u5458\u505a\u5206\u4eab\u62a5\u544a\u3002\u8bb2\u8005\u5c06\u5c31\u5927\u6a21\u578b\u7684\u70ed\u70b9\u8bdd\u9898\u8fdb\u884c\u63a2\u8ba8\u5206\u4eab\u3002<\/p>\n\n\n\n<p>\u5927\u4f1a\u5df2\u5f00\u542f\u6ce8\u518c\uff0c\u671f\u5f85\u4e0e\u5404\u4f4d\u5b66\u8005\u7684\u76f8\u9047\uff01\u4f1a\u8bae\u7f51\u5740\uff1ahttp:\/\/cips-cl.org\/static\/CCL2025\/index.html<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4f55\u4fca\u8d24\uff1a<\/strong><strong>\u4ee5\u5f3a\u5316\u5b66\u4e60\u4e3a\u4e2d\u5fc3\u7684\u5927\u6a21\u578b\u6df1\u5ea6\u63a8\u7406<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23-1024x1024.png\"  class=\"wp-image-88469\" style=\"width:366px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23-1024x1024.png 1024w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23-150x150.png 150w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23-768x768.png 768w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-23.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe1\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe1\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u4f55\u4fca\u8d24<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\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\u7cfb\u7edf\u56de\u987e\u5927\u6a21\u578b\u6df1\u5ea6\u63a8\u7406\u7684\u57fa\u672c\u539f\u7406\u4e0e\u5173\u952e\u6280\u672f\u3002\u9996\u5148\uff0c\u68b3\u7406\u5927\u6a21\u578b\u63a8\u7406\u7684\u53d1\u5c55\u8109\u7edc\uff0c\u91cd\u70b9\u9610\u8ff0\u4ece\u4f20\u7edf\u601d\u7ef4\u94fe\u5230\u957f\u601d\u7ef4\u94fe\u7684\u8303\u5f0f\u6f14\u53d8\u3002\u5176\u6b21\uff0c\u805a\u7126\u9a71\u52a8\u6b64\u6f14\u53d8\u7684\u6838\u5fc3\u6280\u672f\u2014\u2014\u5f3a\u5316\u5b66\u4e60\uff0c\u5e76\u56f4\u7ed5\u63a8\u7406\u6027\u80fd\u4e0e\u6548\u7387\u4e24\u5927\u76ee\u6807\uff0c\u5bf9\u6bd4\u5206\u6790\u4e0d\u540c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u57fa\u672c\u539f\u7406\u4e0e\u8bbe\u8ba1\u601d\u8def\u3002\u6700\u540e\uff0c\u63a2\u8ba8\u5f53\u524d\u6df1\u5ea6\u63a8\u7406\u6280\u672f\u9762\u4e34\u7684\u53d1\u5c55\u74f6\u9888\u53ca\u672a\u6765\u6f5c\u5728\u7814\u7a76\u65b9\u5411\u3002<\/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\u4ed6\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\u4ed6\u62c5\u4efbICLR\u3001ACL\u548cEMNLP\u7684\u9886\u57df\u4e3b\u5e2d\u3002\u4ee3\u8868\u4f5c\u6709Unify-PEFT,&nbsp; C-Eval,&nbsp; CodeIO,&nbsp; SimpleRL\u7b49\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u738b\u5e0c\u5ef7\uff1a<\/strong><strong>\u63a2\u7d22\u5927\u8bed\u8a00\u6a21\u578b\u7cbe\u51c6\u795e\u7ecf\u5143\u63a7\u5236\u4e0e\u57fa\u672c\u4ef7\u503c\u89c2\u5bf9\u9f50<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"959\" height=\"958\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-24.png\"  class=\"wp-image-88470\" style=\"width:363px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-24.png 959w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-24-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-24-150x150.png 150w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-24-768x767.png 768w\" sizes=\"auto, (max-width: 959px) 100vw, 959px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe2\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe2\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u738b\u5e0c\u5ef7<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u590d\u6742\u7684\u7ed3\u6784\u8ba9\u4eba\u4eec\u8d8a\u6765\u8d8a\u96be\u5bf9\u5b83\u4eec\u8fdb\u884c\u7406\u89e3\u3001\u9884\u6d4b\u548c\u638c\u63a7\u3002\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u627e\u5230\u5927\u6a21\u578b\u74f6\u9888\uff0c\u627e\u5230\u6027\u80fd\u63d0\u5347\u7684\u65b9\u5411\uff0c\u53c8\u786e\u4fdd\u5927\u6a21\u578b\u5728\u5404\u4e2a\u590d\u6742\u7684\u73b0\u5b9e\u573a\u666f\u90fd\u5b89\u5168\u3001\u4e0e\u4eba\u7c7b\u610f\u56fe\u5bf9\u9f50\u5462\uff1f \u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u65b0\u8303\u5f0f\u7ed9\u89e3\u91ca\u548c\u5bf9\u9f50\u5e26\u6765\u4e86\u4ec0\u4e48\u6311\u6218\u548c\u673a\u9047\u5462\uff1f\u8fd9\u4e2a\u8bb2\u5ea7\u5c06\u56f4\u7ed5\u8fd9\u4e9b\u95ee\u9898\u8fdb\u884c\u63a2\u8ba8\uff0c\u4ecb\u7ecd\u5927\u6a21\u578b\u89e3\u91ca\u548c\u5bf9\u9f50\u65b9\u9762\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u805a\u7126\u9ad8\u666e\u9002\u6027\u6982\u5ff5\u89e3\u91ca\u53ca\u5176\u5982\u4f55\u89e3\u8bfb\u795e\u7ecf\u5143\u529f\u80fd\uff0c\u63a2\u8ba8\u5b8f\u89c2\u57fa\u7840\u4ef7\u503c\u5bf9\u9f50\u53ca\u5176\u4e0e\u793e\u4f1a\u5b66\u3001\u6d4b\u91cf\u5b66\u7684\u53ef\u80fd\u7ed3\u5408\u70b9\u3002<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u738b\u5e0c\u5ef7\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u526f\u6559\u6388\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u6770\u51fa\u5b66\u8005\u30022011\u5e74\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\uff0c2017\u5e74\u535a\u58eb\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u4e0e\u5b89\u5168\u5bf9\u9f50\u3002\u53d1\u8868\u8bba\u658760\u4f59\u7bc7\uff0c\u4e24\u6b21\u83b7\u9009A\u7c7b\u671f\u520aIEEE TVCG\u5c01\u9762\u8bba\u6587\u5956\uff0c\u83b7\u5f97CCF\u81ea\u7136\u79d1\u5b66\u4e8c\u7b49\u5956\uff08\u7b2c\u56db\u5b8c\u6210\u4eba\uff09\u3002\u62c5\u4efbIJCAI\u3001AAAI\u9886\u57df\u4e3b\u5e2d\uff0cQ1\u671f\u520aVisual Informatics\u7f16\u59d4\uff0cAAAI\u6770\u51fa\u8d44\u6df1\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\u3002\u76f8\u5173\u6210\u679c\u843d\u5730\u4e09\u4e2a\u5fae\u8f6f\u4ea7\u54c1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u674e\u6587\u66e6\u3001\u8a79\u536b\u4e1c\u3001\u5b59\u8587\u8587<\/strong><strong>\uff1a<\/strong><strong>\u8bed\u8a00\u6a21\u578b\u4e0e\u8bed\u8a00\u7406\u8bba<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25-1024x1024.png\"  class=\"wp-image-88471\" style=\"width:378px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25-1024x1024.png 1024w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25-150x150.png 150w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25-768x768.png 768w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-25.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe3\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe3\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u674e\u6587\u66e6<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u4e2d\u592e\u6c11\u65cf\u5927\u5b66<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"720\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-26.png\"  class=\"wp-image-88472\" style=\"width:398px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-26.png 720w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-26-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-26-150x150.png 150w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe4\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe4\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u8a79\u536b\u4e1c<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u5317\u4eac\u5927\u5b66<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"501\" height=\"511\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-27.png\"  class=\"wp-image-88473\" style=\"width:383px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-27.png 501w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-27-294x300.png 294w\" sizes=\"auto, (max-width: 501px) 100vw, 501px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe5\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe5\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u5b59\u8587\u8587<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u5251\u6865\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u5176\u5728\u8bed\u8a00\u5b66\u4e60\u4e0e\u4f7f\u7528\u65b9\u9762\u5c55\u73b0\u51fa\u7684\u80fd\u529b\uff0c\u4e0d\u65ad\u62d3\u5c55\u7740\u6211\u4eec\u5bf9\u8bed\u8a00\u7684\u79d1\u5b66\u8ba4\u77e5\u3002\u8bed\u8a00\u6a21\u578b\u4e0e\u8bed\u8a00\u7406\u8bba\u4e4b\u95f4\uff0c\u6b63\u5728\u5f62\u6210\u524d\u6240\u672a\u6709\u7684\u6df1\u5ea6\u4e92\u52a8\u3002\u672c\u8bb2\u5ea7\u805a\u7126\u4e8e\u8bed\u8a00\u6a21\u578b\u4e0e\u8bed\u8a00\u7406\u8bba\u7684\u4ea4\u53c9\u7814\u7a76\uff0c\u65e8\u5728\u63a2\u8ba8\u8bed\u8a00\u7406\u8bba\u5982\u4f55\u4e3a\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u65b0\u7684\u8ba4\u77e5\u57fa\u7840\u4e0e\u5efa\u6a21\u8303\u5f0f\uff0c\u5e76\u7814\u7a76\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u53cd\u4f5c\u7528\u4e8e\u8bed\u8a00\u7406\u8bba\u4ee5\u52a0\u6df1\u5176\u5bf9\u8bed\u8a00\u7684\u7406\u89e3\u3002\u6211\u4eec\u5c06\u4ece\u4ee5\u4e0b\u4e09\u79cd\u7814\u7a76\u89c6\u89d2\u51fa\u53d1\uff0c\u7cfb\u7edf\u63a2\u8ba8\u4e24\u8005\u878d\u5408\u7684\u53ef\u80fd\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u8d44\u6e90\u8bc4\u6d4b\u7ef4\u5ea6\uff0c\u5982\u4f55\u57fa\u4e8e\u8bed\u8a00\u7406\u8bba\u8bbe\u8ba1\u8bc4\u6d4b\u6570\u636e\uff0c\u63ed\u793a\u8bed\u8a00\u6a21\u578b\u5728\u8bed\u6cd5\u3001\u8bed\u4e49\u3001\u8bed\u7528\u7b49\u65b9\u9762\u7684\u8868\u73b0\uff1f<\/li>\n\n\n\n<li>\u5728\u7406\u8bba\u9a8c\u8bc1\u7ef4\u5ea6\uff0c\u5982\u4f55\u5c06\u8bed\u8a00\u6a21\u578b\u89c6\u4e3a\u53ef\u63a7\u3001\u53ef\u91cd\u590d\u7684\u5b9e\u9a8c\u5e73\u53f0\uff0c\u843d\u5b9e\u3001\u7ec6\u5316\u548c\u9a8c\u8bc1\u8bed\u8a00\u5b66\u7406\u8bba\u5047\u8bbe\uff1f<\/li>\n\n\n\n<li>\u5728\u5de5\u7a0b\u5b9e\u8df5\u7ef4\u5ea6\uff0c\u5982\u4f55\u5c06\u8bed\u8a00\u7406\u8bba\u878d\u5165\u8bed\u8a00\u6a21\u578b\u7684\u8bbe\u8ba1\u4e0e\u8bad\u7ec3\u4e2d\uff0c\u4f7f\u5176\u66f4\u52a0\u8d34\u8fd1\u4eba\u7c7b\u7684\u8bed\u8a00\u5904\u7406\u673a\u5236\uff1f<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u674e\u6587\u66e6\uff0c\u5317\u4eac\u5927\u5b66\u4e2d\u6587\u7cfb\u6c49\u8bed\u8a00\u5b66\u58eb\u3001\u73b0\u4ee3\u6c49\u8bed\uff08\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u4e13\u4e1a\uff09\u535a\u58eb\uff0c\u5251\u6865\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u6280\u672f\u7cfb\u8054\u5408\u57f9\u517b\u535a\u58eb\u3002\u73b0\u4e3a\u4e2d\u592e\u6c11\u65cf\u5927\u5b66\u52a9\u7406\u6559\u6388\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u8ba1\u7b97\u8bed\u8a00\u5b66\uff0c\u4e3b\u8981\u5173\u6ce8\u9762\u5411\u591a\u8bed\u8a00\u7684\u53e5\u6cd5\u3001\u8bcd\u6c47\u3001\u8bed\u4e49\u8ba1\u7b97\u5efa\u6a21\u3002\u5728Computational Linguistics\u3001\u8bed\u8a00\u79d1\u5b66\u7b49\u56fd\u5185\u5916\u5b66\u672f\u671f\u520a\u53caACL\u3001NAACL\u7b49\u56fd\u9645\u4f1a\u8bae\u53d1\u8868\u591a\u7bc7\u8bba\u6587\u3002<\/p>\n\n\n\n<p>\u8a79\u536b\u4e1c\uff0c\u5317\u4eac\u5927\u5b66\u4e2d\u6587\u7cfb\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u5317\u4eac\u5927\u5b66\u4e2d\u56fd\u8bed\u8a00\u5b66\u7814\u7a76\u4e2d\u5fc3\u526f\u4e3b\u4efb\uff0c\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u8bed\u8a00\u5b66\u7814\u7a76\u6240\u526f\u6240\u957f\u3002\u4e3b\u8981\u4ece\u4e8b\u73b0\u4ee3\u6c49\u8bed\u5f62\u5f0f\u8bed\u6cd5\u3001\u8bed\u8a00\u77e5\u8bc6\u5de5\u7a0b\u4e0e\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u3001\u8bed\u8a00\u6587\u5b57\u5e94\u7528\u65b9\u9762\u7684\u7814\u7a76\u3002\u4ee3\u8868\u6027\u6210\u679c\u6709\u300a\u9762\u5411\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u7684\u73b0\u4ee3\u6c49\u8bed\u77ed\u8bed\u7ed3\u6784\u89c4\u5219\u7814\u7a76\u300b\uff0c\u56fd\u5bb6\u8bed\u8a00\u6587\u5b57\u6807\u51c6\u300a\u51fa\u7248\u7269\u4e0a\u6570\u5b57\u7528\u6cd5\u300b\u53ca\u914d\u5957\u8bfb\u672c\u300a\u3008\u51fa\u7248\u7269\u4e0a\u6570\u5b57\u7528\u6cd5\u3009\u89e3\u8bfb\u300b\u3002\u53c2\u7f16\u300a\u8ba1\u7b97\u8bed\u8a00\u5b66\u6982\u8bba\u300b\u300a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u300b\u300a\u73b0\u4ee3\u6c49\u8bed\u300b\u7b49\u591a\u90e8\u6559\u6750\u3002\u5728\u56fd\u5185\u5916\u5b66\u672f\u520a\u7269\u53d1\u8868\u8bba\u6587\u591a\u7bc7\u3002\u8fd1\u5e74\u6765\u7814\u7a76\u5174\u8da3\u4e3b\u8981\u96c6\u4e2d\u5728\u73b0\u4ee3\u6c49\u8bed\u6784\u5f0f\u8d44\u6e90\u5e93\u5efa\u8bbe\uff0c\u9762\u5411\u8ba4\u77e5\u667a\u80fd\u7684\u673a\u5668\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u8bc4\u6d4b\u7b49\u3002<\/p>\n\n\n\n<p>\u5b59\u8587\u8587\uff0c\u5251\u6865\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u6280\u672f\u7cfb\u526f\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u4e3b\u8981\u63a2\u7d22\u5982\u4f55\u7528\u8ba1\u7b97\u6a21\u578b\u89e3\u91ca\u8bed\u8a00\u7684\u7ed3\u6784\u4e0e\u53d8\u5316\uff0c\u81f4\u529b\u4e8e\u6784\u5efa\u517c\u5177\u7406\u8bba\u6df1\u5ea6\u4e0e\u5e94\u7528\u4ef7\u503c\u7684\u591a\u8bed\u8a00\u8ba1\u7b97\u6a21\u578b\u3002\u76ee\u524d\u5df2\u5728\u8ba1\u7b97\u8bed\u8a00\u5b66\u9886\u57df\u7684\u9876\u7ea7\u4f1a\u8bae\u3001\u671f\u520a\u4e0a\u53d1\u8868\u8bba\u6587\u56db\u5341\u4f59\u7bc7\u3002\u591a\u6b21\u62c5\u4efbACL\u3001EMNLP\u3001CCL\u7b49\u56fd\u9645\u4f1a\u8bae\u7684\u7a0b\u5e8f\u4e3b\u5e2d\u548c\u9886\u57df\u4e3b\u5e2d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u9b4f\u5fe0\u94b0<\/strong><strong>\uff1a\u5927\u6a21\u578b\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u793e\u4f1a\u6a21\u62df\uff1a\u8fdb\u5c55\u4e0e\u6311\u6218<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28-1024x1024.png\"  class=\"wp-image-88474\" style=\"width:376px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28-1024x1024.png 1024w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28-150x150.png 150w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28-768x768.png 768w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-28.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe6\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe6\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>&nbsp;\u8bb2\u8005\uff1a\u9b4f\u5fe0\u94b0<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u590d\u65e6\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u793e\u4f1a\u6a21\u62df\u901a\u8fc7\u6784\u5efa\u73b0\u5b9e\u4e16\u754c\u7684\u53c2\u7167\uff0c\u8fbe\u5230\u5efa\u6a21\u76ee\u6807\u4e2a\u4f53\u6216\u8005\u7fa4\u4f53\u7684\u884c\u4e3a\u6a21\u5f0f\u3001\u9884\u6d4b\u4e8b\u4ef6\u7684\u6f14\u5316\u8d8b\u52bf\u3001\u8f85\u52a9\u73b0\u5b9e\u51b3\u7b56\u7684\u76ee\u7684\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u89d2\u8272\u626e\u6f14\u80fd\u529b\u7684\u63d0\u5347\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5b66\u8005\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u5f15\u5165\u5230\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\u4e2d\uff0c\u5728\u6a21\u62df\u793e\u4f1a\u8c03\u67e5\u3001\u8bc4\u4f30\u4f20\u64ad\u6548\u679c\u3001\u4eff\u771f\u653f\u6cbb\u884c\u4e3a\u7b49\u573a\u666f\u90fd\u53d6\u5f97\u4e86\u6b63\u9762\u7684\u7ed3\u679c\u3002\u5927\u6a21\u578b\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u793e\u4f1a\u884c\u4e3a\u6a21\u62df\u53ef\u4ee5\u5206\u4e3a\u4e09\u4e2a\u5c42\u7ea7\uff1a\uff081\uff09\u4e2a\u4f53\u6a21\u62df\uff1a\u6a21\u62df\u7279\u5b9a\u4e2a\u4f53\u6216\u4eba\u53e3\u5c5e\u6027\u7fa4\u4f53\uff1b\uff082\uff09\u573a\u666f\u6a21\u62df\uff1a\u6a21\u62df\u591a\u667a\u80fd\u4f53\u5728\u7279\u5b9a\u573a\u666f\u7684\u4ea4\u4e92\u548c\u534f\u4f5c\uff1b\uff083\uff09\u793e\u4f1a\u6a21\u62df\uff1a\u6a21\u62df\u66f4\u5927\u89c4\u6a21\u4eba\u7fa4\u7684\u4ea4\u4e92\uff0c\u53cd\u6620\u793e\u4f1a\u52a8\u6001\u3002\u672c\u6b21\u8bb2\u4e60\u73ed\u5c06\u7efc\u8ff0\u8fd1\u671f\u5927\u6a21\u578b\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u793e\u4f1a\u6a21\u62df\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u5e76\u52fe\u52d2\u76f8\u5173\u7814\u7a76\u7684\u672a\u6765\u8d8b\u52bf\u548c\u6311\u6218\u3002<\/p>\n\n\n\n<p><strong>\u4e2a\u4eba\u4ecb\u7ecd\uff1a<\/strong><\/p>\n\n\n\n<p>\u9b4f\u5fe0\u94b0\uff0c\u590d\u65e6\u5927\u5b66\u5927\u6570\u636e\u5b66\u9662\u526f\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\u3001\u6570\u636e\u667a\u80fd\u4e0e\u793e\u4f1a\u8ba1\u7b97\uff08Fudan DISC\uff09\u8bfe\u9898\u7ec4\u8d1f\u8d23\u4eba\uff0c\u4e0a\u6d77\u521b\u667a\u5b66\u9662\u5168\u65f6\u5bfc\u5e08\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u535a\u58eb\u3002\u4e3b\u8981\u7814\u7a76\u9886\u57df\u5305\u62ec\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u793e\u4f1a\u6a21\u62df\uff0c\u5728ICML\u3001ICLR\u3001ACL\u7b49\u56fd\u9645\u671f\u520a\u4f1a\u8bae\u53d1\u8868\u5b66\u672f\u8bba\u6587100\u4f59\u7bc7\uff0c\u4ee3\u8868\u6210\u679c\u5305\u62ec\u56fe\u6587\u6df7\u5408\u7684\u591a\u6b65\u63a8\u7406\u5927\u6a21\u578bVolcano\u548c\u56fd\u5185\u9996\u4e2a\u5f00\u6e90\u793e\u4f1a\u5a92\u4f53\u4eff\u771f\u6846\u67b6HISim\u3002\u62c5\u4efbACL 2023\uff0cEMNLP 2024\u548c NAACL 2025\u9ad8\u7ea7\u9886\u57df\u4e3b\u5e2d\uff08SAC\uff09\uff0c\u62c5\u4efbYSSNLP 2019\uff0cCCAC 2023\u548cNLPCC 2024\u7a0b\u5e8f\u59d4\u5458\u4f1a\u4e3b\u5e2d\u3002\u62c5\u4efbCIPS\u60c5\u611f\u8ba1\u7b97\u4e13\u59d4\u4f1a\u79d8\u4e66\u957f\uff0c\u66fe\u4efbCIPS\u9752\u5de5\u59d4\u6267\u59d4\u4f1a\u526f\u4e3b\u4efb\uff0c\u66fe\u83b7\u5f97CIPS\u793e\u4f1a\u5a92\u4f53\u5904\u7406\u4e13\u59d4\u4f1a\u65b0\u9510\u5956\uff0c\u4e0a\u6d77\u5e02\u542f\u660e\u661f\u8ba1\u5212\uff0cCCF\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e13\u59d4\u4f1a\u65b0\u9510\u5b66\u8005\u5956\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u66f9\u827a\u99a8<\/strong><strong>\uff1a\u6a21\u578b\u6548\u7528\u5b9a\u5f8b\uff1a\u8fc8\u5411\u53ef\u6cdb\u5316\u8bc4\u4f30\u4e4b\u8def<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30-1024x1024.png\"  class=\"wp-image-88476\" style=\"width:370px;height:auto\" srcset=\"http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30-1024x1024.png 1024w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30-300x300.png 300w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30-150x150.png 150w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30-768x768.png 768w, http:\/\/cips-cl.org\/wp-content\/uploads\/2025\/07\/image-30.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" title=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe7\" alt=\"CCL 2025 \u8bb2\u4e60\u73ed\u516c\u5e03\uff01\u63d2\u56fe7\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\uff1a\u66f9\u827a\u99a8<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bb2\u8005\u5355\u4f4d\uff1a\u590d\u65e6\u5927\u5b66<\/strong><\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u4f17\u591a\u8bc4\u4f30\u57fa\u51c6\u7684\u63d0\u51fa\u6781\u5927\u5730\u63a8\u52a8\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u5e94\u7528\uff0c\u4f46\u8fd9\u4e9b\u57fa\u51c6\u4f9d\u65e7\u96be\u4ee5\u907f\u514d\u5feb\u901f\u8fc7\u65f6\u3001\u6570\u636e\u6c61\u67d3\u4e0e\u4e0d\u516c\u6b63\u6bd4\u8f83\u7b49\u95ee\u9898\uff0c\u9010\u6e10\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u201c\u4e0b\u534a\u573a\u201d\u7684\u6838\u5fc3\u74f6\u9888\u3002 \u672c\u62a5\u544a\u9996\u5148\u603b\u7ed3\u4e86\u5927\u6a21\u578b\u5e26\u6765\u7684\u4e24\u79cd\u8bc4\u4f30\u8303\u5f0f\u8f6c\u53d8\uff1a\u4ece\u4efb\u52a1\u5230\u80fd\u529b\u7684\u8bc4\u6d4b\uff0c\u4ee5\u53ca\u4ece\u624b\u52a8\u5230\u81ea\u52a8\u7684\u8bc4\u6d4b\u3002\u5176\u6b21\uff0c\u4ee5\u6b64\u4e3a\u57fa\u7840\u6df1\u5165\u5256\u6790\u4f20\u7edf\u8bc4\u4f30\u8303\u5f0f\u5728\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u6839\u672c\u5c40\u9650\uff1a\u53d7\u89c4\u6a21\u6548\u5e94\uff08scaling laws\uff09\u9a71\u52a8\uff0c\u6a21\u578b\u80fd\u529b\u53ef\u901a\u8fc7\u6269\u5145\u6570\u636e\u3001\u53c2\u6570\u4e0e\u7b97\u529b\u6301\u7eed\u8dc3\u5347\uff0c\u800c\u8bc4\u4f30\u6570\u636e\u96c6\u51fa\u4e8e\u6210\u672c\u4e0e\u6548\u7387\u8003\u8651\u65e0\u6cd5\u540c\u6b65\u6269\u5f20\u3002\u4e8e\u662f\uff0c\u6211\u4eec\u88ab\u8feb\u7528\u6709\u9650\u6837\u672c\u53bb\u8861\u91cf\u8fd1\u4e4e\u65e0\u9650\u7684\u6a21\u578b\u80fd\u529b\uff0c\u5373\u6240\u8c13\u7684\u201c\u8bc4\u4f30\u6cdb\u5316\u6027\u201d\u96be\u9898\u3002\u6700\u540e\uff0c\u4e3a\u7834\u89e3\u6b64\u56f0\u5883\uff0c\u53ef\u6cdb\u5316\u8bc4\u4f30\u8303\u5f0f\u7684\u76ee\u6807\u662f\u9884\u6d4b\u5e76\u8861\u91cf\u6a21\u578b\u5c1a\u672a\u663e\u6027\u5c55\u73b0\u7684\u6f5c\u5728\u80fd\u529b\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u6a21\u578b\u6548\u7528\u6307\u6570\uff08Model Utilization Index, MUI\uff09\uff0c\u5f15\u5165\u673a\u5236\u53ef\u89e3\u91ca\u6027\u624b\u6bb5\uff0c\u5bf9\u4f20\u7edf\u6027\u80fd\u6307\u6807\u5f62\u6210\u8865\u5145\uff0c\u4ece\u201c\u6548\u7528\u201d\u89c6\u89d2\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\uff08\u6db5\u76d6\u6570\u636e\u96c6\u4e4b\u5916\u7684\u6f5c\u5728\u80fd\u529b\uff09\u3002\u5927\u89c4\u6a21\u5b9e\u9a8c\u8868\u660e\uff0cMUI \u4e0e\u6027\u80fd\u5448\u53cd\u5411\u5173\u7cfb\uff0c\u7531\u6b64\u6211\u4eec\u603b\u7ed3\u51fa\u5728\u4e3b\u6d41 LLM \u4e2d\u666e\u904d\u5b58\u5728\u7684\u201c\u6548\u7528\u5b9a\u5f8b\u201d\uff08Utility 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