{"id":39477,"date":"2025-03-18T02:02:20","date_gmt":"2025-03-17T18:02:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=39477"},"modified":"2025-03-18T02:02:20","modified_gmt":"2025-03-17T18:02:20","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%80%8e%e4%b9%88%e5%81%9a%e5%a5%bd%e8%a7%92%e8%89%b2%e6%89%ae%e6%bc%94%ef%bc%9f%e6%9c%80%e5%a4%a7%e7%9a%84%e7%9c%9f%e5%ae%9e%e6%95%b0%e6%8d%ae%e9%9b%86%e3%80%81sota","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39477","title":{"rendered":"\u5927\u6a21\u578b\u600e\u4e48\u505a\u597d\u89d2\u8272\u626e\u6f14\uff1f\u6700\u5927\u7684\u771f\u5b9e\u6570\u636e\u96c6\u3001SoTA\u5f00\u6e90\u6a21\u578b\u3001\u6700\u6df1\u5165\u7684\u8bc4\u4f30\u5728\u8fd9\u91cc"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-3\" target=\"_blank\">\u5927\u6a21\u578b\u600e\u4e48\u505a\u597d\u89d2\u8272\u626e\u6f14\uff1f\u6700\u5927\u7684\u771f\u5b9e\u6570\u636e\u96c6\u3001SoTA\u5f00\u6e90\u6a21\u578b\u3001\u6700\u6df1\u5165\u7684\u8bc4\u4f30\u5728\u8fd9\u91cc<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b0d27af2976d88ccc97984c36e6e3b6b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b0d27af2976d88ccc97984c36e6e3b6b.png\"><\/a><\/p>\n<section><strong>\u738b\u946b\u6d9b\uff0c\u590d\u65e6\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u8096\u4ef0\u534e\u3001\u6c6a\u536b\u6559\u6388\uff0c\u81f4\u529b\u4e8e\u63a2\u7d22\u7528AI\u521b\u9020\u5177\u6709\u4eba\u683c\u7684\u6570\u5b57\u751f\u547d\u3002\u7814\u7a76\u65b9\u5411\u805a\u7126\u5927\u8bed\u8a00\u6a21\u578b\u4e0eAgent\u6280\u672f\uff0c\u5728AI\u89d2\u8272\u626e\u6f14\u9886\u57df\u53d1\u8868\u591a\u7bc7ACL\/EMNLP\u8bba\u6587\uff0c\u4ee5\u53ca\u8be5\u9886\u57df\u9996\u7bc7\u7814\u7a76\u7efc\u8ff0\uff0c\u603b\u8ba1\u5f15\u7528\u91cf\u4e09\u767e\u4f59\u6b21\u3002\u4ed6\u7684\u7814\u7a76\u5bfb\u6c42AI\u6280\u672f\u4e0e\u4eba\u7c7b\u60c5\u611f\u9700\u6c42\u7684\u7ed3\u5408\u3002\u79d1\u7814\u4e4b\u5916\uff0c\u4ed6\u662f\u4e00\u4f4d\u4e8c\u6b21\u5143\u7231\u597d\u8005\u3001\u4e1a\u4f59Coser\u3002\u8be5\u7814\u7a76\u5b8c\u6210\u4e8e\u4ed6\u5728\u9636\u8dc3\u661f\u8fb0\u5b9e\u4e60\u671f\u95f4\uff0c\u6307\u5bfc\u8005\u4e3a\u738b\u4ea8\u8001\u5e08\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3bee8db0fbbfae6a040b961c9e682c05.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3bee8db0fbbfae6a040b961c9e682c05.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aCoSER: Coordinating LLM-Based Persona Simulation of Established Roles<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.09082<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u89d2\u8272\u626e\u6f14 AI\uff08Role-Playing Language Agents\uff0cRPLAs\uff09\u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u91cd\u8981\u5e94\u7528\uff0c\u8fd1\u5e74\u6765\u83b7\u5f97\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u65e0\u8bba\u662f\u7528\u4e8e\u60c5\u611f\u966a\u4f34\u3001\u6545\u4e8b\u521b\u4f5c\u3001\u6e38\u620f\u4e2d\u7684 AI \u89d2\u8272\uff0c\u8fd8\u662f\u771f\u4eba\u7684\u6570\u5b57\u5206\u8eab\uff0c\u90fd\u9700\u8981\u6a21\u578b\u80fd\u591f\u51c6\u786e\u6355\u6349\u548c\u6a21\u62df\u7279\u5b9a\u89d2\u8272\u7684\u8bbe\u5b9a\u3001\u4e2a\u6027\u548c\u884c\u4e3a\u6a21\u5f0f\u3002\u7279\u522b\u662f\u5f53\u626e\u6f14\u5c0f\u8bf4\u3001\u52a8\u6f2b\u4e2d\u7684\u77e5\u540d\u89d2\u8272\u65f6\uff0c\u6a21\u578b\u9700\u8981\u83b7\u53d6\u5e76\u5229\u7528\u5173\u4e8e\u8fd9\u4e9b\u89d2\u8272\u7684\u5927\u91cf\u77e5\u8bc6\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u89d2\u8272\u626e\u6f14 AI \u9762\u4e34\u4e24\u5927\u6838\u5fc3\u6311\u6218\uff1a\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u7684\u771f\u5b9e\u89d2\u8272\u6570\u636e\u96c6\uff0c\u4ee5\u53ca\u7f3a\u5c11\u6709\u6548\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u590d\u65e6\u5927\u5b66\u548c\u9636\u8dc3\u661f\u8fb0\u5408\u4f5c\u53d1\u8868\u4e86\u4e00\u7bc7\u5de5\u4f5c\uff0cCoSER\uff08<strong>Co<\/strong>ordinating LLM-Based Persona\u00a0<strong>S<\/strong>imulation of\u00a0<strong>E<\/strong>stablished\u00a0<strong>R<\/strong>oles\uff09\uff0c\u4e00\u4e2a\u5305\u542b\u5f53\u4e0b\u6700\u5927\u7684\u771f\u5b9e\u6570\u636e\u96c6\u3001SoTA \u5f00\u6e90\u6a21\u578b\u548c\u6700\u6df1\u5165\u7684\u8bc4\u4f30\u65b9\u6cd5\u7684\u5b8c\u6574\u6846\u67b6\uff0c\u7528\u4e8e\u9ad8\u6548\u6784\u5efa\u548c\u8bc4\u4f30\u89d2\u8272\u626e\u6f14 AI\u3002\u672c\u6587\u7684\u4ee3\u7801\u3001\u6570\u636e\u96c6\u548c\u6a21\u578b\u5df2\u5728 Github \u548c\u00a0Huggingface \u4e0a\u5f00\u6e90\uff0c\u7528\u4e8e\u4fc3\u8fdb\u89d2\u8272\u626e\u6f14 AI \u5728\u7814\u7a76\u548c\u5e94\u7528\u4e2d\u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>CoSER 8B: https:\/\/huggingface.co\/Neph0s\/CoSER-Llama-3.1-8B<\/section>\n<\/li>\n<li>\n<section>CoSER 70B: https:\/\/huggingface.co\/Neph0s\/CoSER-Llama-3.1-70B<\/section>\n<\/li>\n<li>\n<section>CoSER Dataset: https:\/\/huggingface.co\/datasets\/Neph0s\/CoSER<\/section>\n<\/li>\n<li>\n<section>CoSER Code: https:\/\/github.com\/Neph0s\/COSER<\/section>\n<\/li>\n<li>\n<section>See and Chat with Your Favorite Book Characters: https:\/\/ch.rhineai.com\/characters<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>CoSER Dataset<\/strong><\/section>\n<section><strong>\u6700\u5927\u3001\u6700\u771f\u5b9e\u3001\u6700\u4e30\u5bcc\u7684\u89d2\u8272\u626e\u6f14\u6570\u636e<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ca87922a181250c9edf39e53b6af83ab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ca87922a181250c9edf39e53b6af83ab.png\"><\/a><\/section>\n<section>\u4ece\u4e16\u754c\u6700\u77e5\u540d\u7684 771 \u672c\u4e66\u4e2d\uff0c\u672c\u6587\u6784\u5efa\u4e86 CoSER Dataset\uff0c\u8fc4\u4eca\u4e3a\u6b62\u6700\u5927\u3001\u6700\u771f\u5b9e\u3001\u6700\u4e30\u5bcc\u7684\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\uff0c\u5305\u542b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6765\u81ea 771 \u672c\u77e5\u540d\u6587\u5b66\u4f5c\u54c1\u7684 17,966 \u4e2a\u89d2\u8272<\/section>\n<\/li>\n<li>\n<section>29,798 \u6bb5\u4e66\u4e2d\u7684\u771f\u5b9e\u5bf9\u8bdd\uff0c\u800c\u975e\u7531\u5927\u6a21\u578b\u751f\u6210<\/section>\n<\/li>\n<li>\n<section>\u5168\u9762\u7684\u6570\u636e\u7c7b\u578b\uff1a\u89d2\u8272\u6982\u8ff0\u3001\u5bf9\u8bdd\uff08\u5305\u542b\u8be6\u7ec6\u7684\u4e0a\u4e0b\u6587\u60c5\u666f\uff09\u3001\u5173\u952e\u5267\u60c5\u7684\u6458\u8981\u548c\u89d2\u8272\u7ecf\u5386\u548c\u7b49<\/section>\n<\/li>\n<li>\n<section>\u8bed\u8a00\u3001\u52a8\u4f5c\u548c\u60f3\u6cd5\uff1a\u9664\u4e86\u8bed\u8a00\u7684\u5bf9\u767d\uff0c\u5bf9\u8bdd\u4e2d\u8fd8\u5305\u62ec\u89d2\u8272\u7684\u52a8\u4f5c\u548c\u60f3\u6cd5\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9f3e743086d09d7435649edc294005d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9f3e743086d09d7435649edc294005d5.png\"><\/a>\u4e0a\u56fe\u5c06 CoSER Dataset \u4e0e\u4e4b\u524d\u7684\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u6982\u62ec\u6765\u8bf4\uff0cCoSER \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u771f\u5b9e\u6027\uff1a<\/strong>\u4e0d\u540c\u4e8e\u6b64\u524d\u6570\u636e\u96c6\u4e2d\u5927\u91cf\u4f7f\u7528\u7684 LLM \u751f\u6210\u7684\u89d2\u8272\u95ee\u7b54\u5bf9\uff0cCoSER \u6570\u636e\u96c6\u4ece\u7ecf\u5178\u6587\u5b66\u4f5c\u54c1\u4e2d\u63d0\u53d6\u771f\u5b9e\u89d2\u8272\u5bf9\u8bdd\uff0c\u5728\u5fe0\u5b9e\u523b\u753b\u89d2\u8272\u7684\u540c\u65f6\uff0c\u4fdd\u7559\u4e86\u771f\u5b9e\u5bf9\u8bdd\u7684\u590d\u6742\u6027\uff0c\u662f\u5929\u7136\u7684\u591a\u8f6e\u3001\u591a\u89d2\u8272\u7684\u4f18\u8d28\u5bf9\u8bdd\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u5168\u9762\u6027\uff1a<\/strong>CoSER \u6570\u636e\u96c6\u4e0d\u4ec5\u5305\u542b\u89d2\u8272\u6982\u8ff0\u548c\u5bf9\u8bdd\uff0c\u8fd8\u5305\u62ec\u5267\u60c5\u6458\u8981\u3001\u89d2\u8272\u7ecf\u5386\u548c\u5bf9\u8bdd\u80cc\u666f\u7b49\u4e30\u5bcc\u5185\u5bb9\u3002\u8be6\u7ec6\u7684\u5bf9\u8bdd\u80cc\u666f\u5728\u89d2\u8272\u626e\u6f14\u7684\u8bad\u7ec3\u548c\u8bc4\u4f30\u4e2d\u975e\u5e38\u91cd\u8981\uff0c\u800c\u5267\u60c5\u6458\u8981\u3001\u89d2\u8272\u7ecf\u5386\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u7684\u89d2\u8272\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u591a\u7ef4\u8868\u8fbe\uff1a<\/strong>\u5bf9\u8bdd\u5185\u5bb9\u6db5\u76d6\u8bed\u8a00\uff08speech\uff09\u3001\u52a8\u4f5c\uff08action\uff09\u548c\u60f3\u6cd5\uff08thought\uff09\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u4f7f\u89d2\u8272\u8868\u73b0\u66f4\u4e3a\u7acb\u4f53\u3002\u5176\u4e2d\uff0c\u60f3\u6cd5\u6570\u636e\u80fd\u5e2e\u52a9\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u66f4\u597d\u5730\u7406\u89e3\u89d2\u8272\u7684\u884c\u4e3a\u548c\u8bed\u8a00\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u73af\u5883\u4f5c\u4e3a\u7279\u6b8a\u89d2\u8272\uff1a<\/strong>\u5c06\u73af\u5883\u89c6\u4e3a\u7279\u6b8a\u89d2\u8272\uff0c\u6269\u5c55\u4e86\u89d2\u8272\u5bf9\u8bdd\u80fd\u8868\u8fbe\u7684\u4fe1\u606f\uff0c\u4f7f\u5bf9\u8bdd\u6570\u636e\u53ef\u4ee5\u8868\u793a\u4e66\u4e2d\u7684\u73af\u5883\u53cd\u9988\u3001\u5927\u4f17\u89d2\u8272\u53cd\u5e94\u7b49\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section><strong>Given-Circumstance Acting<\/strong><\/section>\n<section><strong>\u89d2\u8272\u626e\u6f14\u7684\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u65b9\u6cd5<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-311cacde594703e2fe69e55cb2e1cc6d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-311cacde594703e2fe69e55cb2e1cc6d.png\"><\/a><\/section>\n<section>\u672c\u6587\u5f15\u5165\u4e86<strong>\u7ed9\u5b9a\u60c5\u5883\u8868\u6f14\uff08Given-Circumstance Acting\uff0cGCA\uff09<\/strong>\u65b9\u6cd5\u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30 LLM \u7684\u89d2\u8272\u626e\u6f14\u80fd\u529b\uff0c\u8fd9\u4e00\u65b9\u6cd5\u53d7\u5230\u4e86\u300a\u6f14\u5458\u7684\u81ea\u6211\u4fee\u517b\u300b\u7684\u4f5c\u8005 &#8211; \u65af\u5766\u5c3c\u65af\u62c9\u592b\u65af\u57fa &#8211; \u7684\u8868\u6f14\u7406\u8bba\u7684\u542f\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u7ed9\u5b9a\u4e00\u6bb5\u5bf9\u8bdd\u53ca\u5176\u4e0a\u4e0b\u6587\u60c5\u666f\uff0c\u672c\u6587\u8ba9\u6a21\u578b\u6bcf\u6b21\u626e\u6f14\u5bf9\u8bdd\u4e2d\u7684\u4e00\u4e2a\u89d2\u8272\uff0c\u5e76\u5728\u76f8\u5e94\u7684\u53f0\u8bcd\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u57fa\u4e8e\u8fd9\u4e00\u65b9\u6cd5\uff0c\u672c\u6587\u8bad\u7ec3\u4e86 CoSER 8B \u548c CoSER 70B \u4e24\u4e2a\u6a21\u578b\uff0c\u5b83\u4eec\u57fa\u4e8e LLaMA-3.1 \u6784\u5efa\uff0c\u5c55\u73b0\u4e86\u771f\u5b9e\u3001\u751f\u52a8\u7684\u89d2\u8272\u8868\u73b0\u80fd\u529b\uff0c\u5e76\u5728\u591a\u9879\u89d2\u8272\u626e\u6f14\u8bc4\u4f30\u4e0a\u53d6\u5f97 SoTA \u6210\u7ee9\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bc4\u4f30\u9636\u6bb5\uff0cGCA \u8bc4\u4f30\u7531\u4e24\u4e2a\u6b65\u9aa4\u7ec4\u6210\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u591a\u667a\u80fd\u4f53\u6a21\u62df\uff08Multi-agent Simulation\uff09\uff1a<\/strong>\u6784\u5efa\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8ba9\u88ab\u8bc4\u4f30\u6a21\u578b\u4f9d\u6b21\u626e\u6f14\u4e0d\u540c\u89d2\u8272\uff0c\u5728\u7ed9\u5b9a\u60c5\u5883\u4e0b\u8fdb\u884c\u6a21\u62df\uff0c\u83b7\u5f97\u4e00\u6bb5\u7531\u591a\u4e2a\u89d2\u8272 AI \u4ea4\u4e92\u751f\u6210\u7684\u5bf9\u8bdd\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u57fa\u4e8e\u60e9\u7f5a\u7684 LLM \u8bc4\u5224\uff08Penalty-based LLM Juding\uff09\uff1a<\/strong>\u8ba9 LLM \u626e\u6f14\u8bc4\u5224\u8005\uff0c\u4f7f\u7528\u8be6\u7ec6\u8bc4\u5206\u6807\u51c6\uff08rubrics\uff09\u548c\u539f\u59cb\u5bf9\u8bdd\u4f5c\u4e3a\u53c2\u8003\uff0c\u6309\u7167 \u201c\u91c7\u70b9\u6263\u5206\u5236\u201d \u8bc6\u522b\u660e\u786e\u7684\u8868\u6f14\u7f3a\u9677\u6765\u8bc4\u4f30\u6a21\u62df\u5bf9\u8bdd\u7684\u8d28\u91cf\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 \u201c\u4eba\u7269\u5fe0\u5b9e\u5ea6\u201d \u7ef4\u5ea6\u7684\u6263\u5206\u6807\u51c6\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9876d1c933e056713498e75b9a059e80.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9876d1c933e056713498e75b9a059e80.png\"><\/a><\/section>\n<section>\u672c\u6587\u5c06\u8bc4\u4f30\u7ef4\u5ea6\u6309\u7167 1. \u5173\u6ce8\u81ea\u8eab\u8d28\u91cf or \u5173\u6ce8\u5fe0\u4e8e\u539f\u4f5c\uff1b2. \u5173\u6ce8\u5355\u4e00\u89d2\u8272 or \u5173\u6ce8\u6574\u4f53\u6a21\u62df\uff0c\u5206\u6210\u4e86\u4ee5\u4e0b\u56db\u4e2a\u7ef4\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d6cf0f9b46a3a4b54622a0b5d5713cc2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d6cf0f9b46a3a4b54622a0b5d5713cc2.png\"><\/a><\/section>\n<section>GCA \u8bc4\u4f30\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\uff1a1. \u901a\u8fc7\u591a\u667a\u80fd\u4f53\u6a21\u62df\uff0c\u5168\u9762\u53cd\u6620\u6a21\u578b\u7684\u591a\u8f6e\u3001\u591a\u89d2\u8272\u7684\u626e\u6f14\u80fd\u529b\uff1b2. \u57fa\u4e8e\u539f\u8457\u4e2d\u7684\u771f\u5b9e\u5bf9\u8bdd\u4f5c\u4e3a Groundtruth\uff0c\u5e76\u63d0\u4f9b\u4e13\u5bb6\u7ea7\u8bc4\u5206\u6807\u51c6\u6307\u5bfc LLM \u8bc4\u5224\u8005\u3002<\/section>\n<section><\/section>\n<section><strong>\u5173\u952e\u5b9e\u9a8c\u4e0e\u7ed3\u8bba<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ec07040dda490ce480f5f834a0c9b8aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ec07040dda490ce480f5f834a0c9b8aa.png\"><\/a><\/section>\n<section>\u5728\u672c\u6587\u63d0\u51fa\u7684 GCA \u8bc4\u4f30\u4e2d\uff0cCoSER-70B\u3001GPT-4o\u3001Step-2\u3001Doubao-pro \u53d6\u5f97\u4e86\u6700\u597d\u7684\u8868\u73b0\uff0c\u5176\u4e2d\uff0cCoSER-70B \u7684\u8868\u73b0\u8fdc\u8d85\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u3002\u8fdb\u4e00\u6b65\uff0c\u672c\u6587\u5728\u5b9e\u9a8c\u4e2d\u8fd8\u6c47\u62a5\u4e86 BLEU\u3001ROUGE-L \u7b49\u6307\u6807\u6765\u6bd4\u8f83\u6a21\u578b\u751f\u6210\u5bf9\u8bdd\u4e0e Groundtruth \u5bf9\u8bdd\u7684\u4e00\u81f4\u6027\uff0c\u5728\u8fd9\u4e00\u6307\u6807\u4e0a CoSER-70B \u8d85\u8fc7\u4e86\u6240\u6709\u7684\u73b0\u6709\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7f646c895c081713ac6485725c7b33a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7f646c895c081713ac6485725c7b33a2.png\"><\/a><\/section>\n<section>\u5728 InCharacter\u3001LifeChoice \u7b49\u57fa\u4e8e\u5206\u7c7b\u548c\u591a\u9009\u9898\u7684\u89d2\u8272\u626e\u6f14\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0cCoSER \u6a21\u578b\u4e5f\u53d6\u5f97\u4e86\u4f18\u79c0\u7684\u8868\u73b0\u3002\u5176\u4e2d\uff0cCoSER-70B \u5728 InCharacter \u548c LifeChoice \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u5206\u522b\u8fbe\u5230\u4e86 75.80% \u548c 93.47% \u7684\u51c6\u786e\u7387\uff0c\u8d85\u8d8a\u6216\u5339\u914d GPT-4o\u3002<\/section>\n<section>\u00a0<\/section>\n<section>\u5728\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u8fd8\u8fdb\u884c\u4e86\u5176\u4ed6\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u60f3\u6cd5\u6570\u636e\u5728\u8bad\u7ec3 \/ \u63a8\u7406\u9636\u6bb5\u7684\u91cd\u8981\u6027\u3001\u5c06 CoSER \u6570\u636e\u7528\u4e8e\u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u7684\u6709\u6548\u6027\u7b49\u7ed3\u8bba\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u5728\u8bba\u6587\u539f\u6587\u4e2d\u627e\u5230\u76f8\u5e94\u7684\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<section><strong>Case Study<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4e0b\u56fe\u5217\u51fa\u4e86 CoSER \u6d4b\u8bd5\u96c6\u4e2d\u7684\u4e00\u4e2a\u4f8b\u5b50\uff08\u51fa\u81ea\u300a\u6743\u529b\u7684\u6e38\u620f\u300b\uff09\uff0c\u5305\u62ec\u5176\u4e2d\u7684\u5bf9\u8bdd\u573a\u666f\u3001Groundtruth \u5bf9\u8bdd\u53ca CoSER-70B \u751f\u6210\u7684\u7ed3\u679c\u3002\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u770b\u5230\uff0cCoSER-70B \u4e0d\u4ec5\u5c06\u89d2\u8272\u7684\u80cc\u666f\u3001\u6027\u683c\u6a21\u4eff\u5f97\u6d3b\u7075\u6d3b\u73b0\uff0c\u8fd8\u7528\u4e0a\u4e86\u539f\u4f5c\u7684\u89d2\u8272\u7684\u7ecf\u5178\u53f0\u8bcd\uff08\u4e0d\u5728\u6570\u636e\u4e2d\u51fa\u73b0\uff09\uff0c\u4f53\u73b0\u4e86 CoSER \u6a21\u578b\u5728\u626e\u6f14\u5c0f\u8bf4\u89d2\u8272\u65f6\u7684\u4f18\u79c0\u8868\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e5b56e1a77e6e744a4dbbb3359e1be09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e5b56e1a77e6e744a4dbbb3359e1be09.png\"><\/a><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-69bf89227b6392559f97c0cb3a1b9d96.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-69bf89227b6392559f97c0cb3a1b9d96.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-3\" target=\"_blank\">\u5927\u6a21\u578b\u600e\u4e48\u505a\u597d\u89d2\u8272\u626e\u6f14\uff1f\u6700\u5927\u7684\u771f\u5b9e\u6570\u636e\u96c6\u3001SoTA\u5f00\u6e90\u6a21\u578b\u3001\u6700\u6df1\u5165\u7684\u8bc4\u4f30\u5728\u8fd9\u91cc<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u6a21\u578b\u600e\u4e48\u505a\u597d\u89d2\u8272\u626e\u6f14 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[70,71,68],"class_list":["post-39477","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-rag","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5927\u6a21\u578b\u600e\u4e48\u505a\u597d\u89d2\u8272\u626e\u6f14\uff1f\u6700\u5927\u7684\u771f\u5b9e\u6570\u636e\u96c6\u3001SoTA\u5f00\u6e90\u6a21\u578b\u3001\u6700\u6df1\u5165\u7684\u8bc4\u4f30\u5728\u8fd9\u91cc - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39477\" \/>\n<script type=\"application\/ld+json\" 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