{"id":1146776,"date":"2025-08-06T03:33:56","date_gmt":"2025-08-06T10:33:56","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1146776"},"modified":"2025-08-06T03:35:17","modified_gmt":"2025-08-06T10:35:17","slug":"new-arrival-in-research-31","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-31\/","title":{"rendered":"ACL\u4e0a\u65b0 | \u516c\u5e73\u4e0e\u8d23\u4efb\uff1a\u8bed\u8a00\u6a21\u578b\u7684\u53e6\u4e00\u79cd\u8fdb\u5316"},"content":{"rendered":"\n<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\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u5168\u7403\u9876\u7ea7\u7684\u5b66\u672f\u76db\u4f1a\u4e4b\u4e00\uff0cACL 2025 \u4e8e\u8fd1\u65e5\u5728\u7ef4\u4e5f\u7eb3\u53ec\u5f00\u3002\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u6211\u4eec\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5206\u4eab\u7814\u7a76\u9662\u5165\u9009 ACL 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-30\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7b2c\u4e00\u671f\u805a\u7126\u4e86\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u3001\u90e8\u7f72\u548c\u6301\u7eed\u5b66\u4e60\u4e2d\u66f4\u5feb\u901f\u3001\u66f4\u5c0f\u5de7\u6216\u66f4\u9ad8\u6548\u7684\u7814\u7a76\u5de5\u4f5c<\/a>\u3002\u672c\u671f\u5c06\u63a2\u8ba8\u6a21\u578b\u5728\u516c\u5e73\u6027\u3001\u5305\u5bb9\u6027\u3001\u9c81\u68d2\u6027\u3001\u8bc4\u4f30\u516c\u6b63\u6027\u4e0e\u4f26\u7406\u5bf9\u9f50\u7b49\u65b9\u9762\u7684\u8bae\u9898\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n<p>01. MMLU-CF\uff1a\u65e0\u6c61\u67d3\u7684\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6<\/p>\n\n\n\n<p>02. ShifCon\uff1a\u57fa\u4e8e\u8fc1\u79fb\u7684\u591a\u8bed\u8a00\u5bf9\u6bd4\u6846\u67b6\uff0c\u63d0\u5347\u975e\u4e3b\u5bfc\u8bed\u8a00\u80fd\u529b<\/p>\n\n\n\n<p>03. SocialCC\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8de8\u6587\u5316\u793e\u4ea4\u80fd\u529b\u7684\u4ea4\u4e92\u5f0f\u8bc4\u4f30<\/p>\n\n\n\n<p>04. \u9762\u5411\u66f4\u4f18\u4ef7\u503c\u51c6\u5219\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\uff1a\u7cfb\u7edf\u6027\u8bc4\u4f30\u4e0e\u589e\u5f3a\u65b9\u6cd5\u7814\u7a76<\/p>\n\n\n\n<p>05. \u4ece\u5fc3\u7406\u5b66\u89d2\u5ea6\u7684\u7ecf\u9a8c\u6027\u5206\u6790\uff0c\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u975e\u9884\u671f\u5371\u5bb3<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-mmlu-cf-\u65e0\u6c61\u67d3\u7684\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6\">01. MMLU-CF\uff1a\u65e0\u6c61\u67d3\u7684\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"234\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1-1024x234.png\" alt=\"text\" class=\"wp-image-1146778\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1-1024x234.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1-300x69.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1-768x175.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1-240x55.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-1.png 1182w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/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:\/\/arxiv.org\/abs\/2412.15194\">https:\/\/arxiv.org\/abs\/2412.15194<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5982\u4f55\u51c6\u786e\u8bc4\u4f30\u5176\u80fd\u529b\u5df2\u7ecf\u6210\u4e3a\u7814\u7a76\u7684\u70ed\u70b9\u95ee\u9898\u3002\u8bf8\u5982\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6 MMLU\uff08Massive Multitask Language Understanding\uff09\uff0c\u5728\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u8d77\u5230\u4e86\u91cd\u8981\u7684\u4f5c\u7528\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5f00\u653e\u6e90\u4ee3\u7801\u548c\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u73b0\u6709\u57fa\u51c6\u6d4b\u8bd5\u96be\u514d\u5b58\u5728\u6570\u636e\u6c61\u67d3\u7684\u95ee\u9898\uff0c\u5f71\u54cd\u4e86\u8bc4\u4f30\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u4f9b\u66f4\u4e3a\u516c\u5e73\u3001\u51c6\u786e\u7684\u8bc4\u4f30\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86 MMLU-CF\uff0c\u5b83\u662f\u57fa\u4e8e\u516c\u5f00\u6570\u636e\u6e90\uff0c\u7ecf\u8fc7\u53bb\u6c61\u67d3\u8bbe\u8ba1\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u57fa\u51c6\u3002\u6570\u636e\u96c6\u5305\u542b\u4e8620,000\u9053\u9898\u76ee\uff0c\u5206\u4e3a10,000\u9053\u9a8c\u8bc1\u96c6\u9898\u76ee\u548c10,000\u9053\u6d4b\u8bd5\u96c6\u9898\u76ee\uff0c\u5176\u4e2d\u9a8c\u8bc1\u96c6\u5f00\u6e90\uff0c\u6d4b\u8bd5\u96c6\u95ed\u6e90\uff0c\u6db5\u76d6\u5065\u5eb7\u3001\u6570\u5b66\u3001\u7269\u7406\u3001\u5546\u4e1a\u3001\u5316\u5b66\u3001\u54f2\u5b66\u3001\u6cd5\u5f8b\u3001\u5de5\u7a0b\u7b4914\u4e2a\u5b66\u79d1\u9886\u57df\u3002\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u5df2\u6709\u6a21\u578b\u5728 MMLU \u6570\u636e\u96c6\u4e0a\u5b58\u5728\u7740\u4e0d\u540c\u7a0b\u5ea6\u7684\u6570\u636e\u6cc4\u9732\u95ee\u9898\uff0c\u56e0\u6b64\u5efa\u7acb\u4e86\u4e00\u5957\u673a\u5236\uff0c\u4ee5\u9632\u6b62\u672a\u6765\u5728\u65b0\u6784\u5efa\u7684\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u53d1\u751f\u6cc4\u9732\u3002<\/p>\n\n\n\n<p>MMLU-CF \u5f15\u5165\u4e86\u4e09\u6761\u53bb\u6c61\u67d3\u89c4\u5219\uff0c\u5e76\u6269\u5c55\u4e86\u6570\u636e\u6e90\uff0c\u4f7f\u5f97\u6d4b\u8bd5\u7ed3\u679c\u66f4\u52a0\u53ef\u9760\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c4\u52191\uff1a\u6539\u5199\u95ee\u9898\uff0c\u51cf\u5c11\u6a21\u578b\u5bf9\u5df2\u89c1\u6570\u636e\u7684\u4f9d\u8d56\uff1b<\/li>\n\n\n\n<li>\u89c4\u52192\uff1a\u6253\u4e71\u9009\u9879\uff0c\u907f\u514d\u6a21\u578b\u901a\u8fc7\u8bb0\u5fc6\u9009\u9879\u987a\u5e8f\u505a\u51fa\u6b63\u786e\u7b54\u6848\uff1b<\/li>\n\n\n\n<li>\u89c4\u52193\uff1a\u968f\u673a\u66ff\u6362\u9009\u9879\uff0c\u589e\u52a0\u6a21\u578b\u7684\u63a8\u7406\u96be\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5c06\u6570\u636e\u96c6\u5206\u4e3a\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\uff0c\u786e\u4fdd\u6d4b\u8bd5\u96c6\u4fdd\u6301\u95ed\u6e90\uff0c\u907f\u514d\u6570\u636e\u6cc4\u6f0f\u5f15\u53d1\u7684\u4e0d\u516c\u6b63\u7ed3\u679c\u3002\u540c\u65f6\uff0c\u9a8c\u8bc1\u96c6\u5f00\u6e90\u4ee5\u4fc3\u8fdb\u900f\u660e\u5ea6\uff0c\u4fbf\u4e8e\u72ec\u7acb\u9a8c\u8bc1\u3002\u82e5\u6a21\u578b\u672a\u6765\u5728\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c\u5b58\u5728\u5dee\u5f02\uff0c\u90a3\u4e48\u53ef\u80fd\u53cd\u6620\u51fa\u9a8c\u8bc1\u96c6\u4e2d\u6f5c\u5728\u7684\u6570\u636e\u6cc4\u9732\u95ee\u9898\u3002\u901a\u8fc7\u8bc6\u522b\u548c\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u53ef\u6709\u6548\u907f\u514d MMLU-CF \u6570\u636e\u96c6\u672a\u6765\u7684\u6cc4\u9732\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u5f53\u524d\u7684\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0c\u4e0d\u540c\u6a21\u578b\u5728 MMLU-CF \u4e0a\u7684\u6d4b\u8bd5\u7ed3\u679c\u666e\u904d\u4f4e\u4e8e\u5728 MMLU \u4e0a\u7684\u8868\u73b0\uff0c\u5e76\u4e14\u5728 MMLU-CF \u4e0a\u7684\u6392\u540d\u53d1\u751f\u4e86\u663e\u8457\u7684\u53d8\u5316\u3002\u8b6c\u5982 OpenAI o1 \u5728 MMLU-CF \u6d4b\u8bd5\u96c6\u4e0a\u7684 5-shot \u5f97\u5206\u4e3a80.3%\uff0c\u663e\u8457\u4f4e\u4e8e\u5176\u5728 MMLU \u4e0a\u53d6\u5f97\u768492.3%\u5f97\u5206\uff0c\u8868\u660e\u4e86 MMLU-CF \u57fa\u51c6\u7684\u516c\u5e73\u6027\u548c\u4e25\u683c\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"657\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2-1024x657.png\" alt=\"chart\" class=\"wp-image-1146779\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2-1024x657.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2-300x192.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2-768x492.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2-240x154.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-2.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u4e3b\u6d41\u5927\u6a21\u578b\u5728 MMLU-CF \u6d4b\u8bd5\u96c6\u7684 5-shot \u5f97\u5206\u8868\u73b0<\/figcaption><\/figure>\n\n\n\n<p>MMLU-CF \u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u52a0\u516c\u5e73\u3001\u53ef\u9760\u7684\u57fa\u51c6\uff0c\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u51c6\u786e\u7406\u89e3\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4e5f\u4e3a\u672a\u6765\u6a21\u578b\u4f18\u5316\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-shifcon-\u57fa\u4e8e\u8fc1\u79fb\u7684\u591a\u8bed\u8a00\u5bf9\u6bd4\u6846\u67b6-\u63d0\u5347\u975e\u4e3b\u5bfc\u8bed\u8a00\u80fd\u529b\">02. ShifCon\uff1a\u57fa\u4e8e\u8fc1\u79fb\u7684\u591a\u8bed\u8a00\u5bf9\u6bd4\u6846\u67b6\uff0c\u63d0\u5347\u975e\u4e3b\u5bfc\u8bed\u8a00\u80fd\u529b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"873\" height=\"225\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-3.png\" alt=\"text\" class=\"wp-image-1146780\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-3.png 873w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-3-300x77.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-3-768x198.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-3-240x62.png 240w\" sizes=\"auto, (max-width: 873px) 100vw, 873px\" \/><\/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:\/\/arxiv.org\/abs\/2410.19453\">https:\/\/arxiv.org\/abs\/2410.19453<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u591a\u8bed\u8a00\u5927\u6a21\u578b\u8bad\u7ec3\u666e\u904d\u9762\u4e34\u8bed\u6599\u5206\u5e03\u9ad8\u5ea6\u5931\u8861\u7684\u56f0\u5883\uff1a\u4e3b\u5bfc\u8bed\u8a00\uff08\u5982\u82f1\u8bed\uff09\u51ed\u501f\u6d77\u91cf\u6587\u672c\u80fd\u6301\u7eed\u653e\u5927\u6027\u80fd\u4f18\u52bf\uff0c\u800c\u975e\u4e3b\u5bfc\u8bed\u8a00\uff0c\u5c24\u5176\u662f\u4f4e\u8d44\u6e90\u8bed\u79cd\uff0c\u5219\u56e0\u8bad\u7ec3\u6570\u636e\u532e\u4e4f\u800c\u906d\u9047\u8868\u5f81\u80fd\u529b\u74f6\u9888\u3002\u4e3a\u5f25\u5408\u8fd9\u4e00\u957f\u671f\u5b58\u5728\u7684\u6027\u80fd\u9e3f\u6c9f\uff0c\u672c\u6587\u63d0\u51fa\u65b0\u578b\u6846\u67b6 ShifCon\uff0c\u5229\u7528\u201c\u8de8\u5b50\u7a7a\u95f4\u8fc1\u79fb\u2014\u5bf9\u6bd4\u5bf9\u9f50\u201d\u7684\u8054\u5408\u7b56\u7565\uff0c\u7cfb\u7edf\u63d0\u5347\u975e\u4e3b\u5bfc\u8bed\u8a00\u7684\u8868\u793a\u80fd\u529b\u3002<\/p>\n\n\n\n<p>ShifCon \u7684\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u8bed\u4e49\u5b50\u7a7a\u95f4\u6620\u5c04\u4e0e\u56de\u8fc1\u673a\u5236\uff0c\u5728\u8de8\u8bed\u8a00\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u4fdd\u6301\u8bed\u8a00\u7279\u5f02\u6027\u4e4b\u95f4\u8fbe\u6210\u5e73\u8861\u3002\u5728\u524d\u5411\u4f20\u64ad\u4e2d\uff0cShifCon \u9996\u5148\u5c06\u975e\u4e3b\u5bfc\u8bed\u8a00\u7684\u8868\u5f81\u6620\u5c04\u81f3\u4e3b\u5bfc\u8bed\u8a00\u5bf9\u5e94\u7684\u8bed\u4e49\u5b50\u7a7a\u95f4\uff0c\u4ee5\u5145\u5206\u5229\u7528\u5176\u4e30\u5bcc\u7684\u5148\u9a8c\u77e5\u8bc6\uff1b\u968f\u540e\uff0c\u5c06\u589e\u5f3a\u540e\u7684\u8868\u5f81\u65e0\u635f\u56de\u8fc1\u81f3\u539f\u8bed\u8a00\u5b50\u7a7a\u95f4\uff0c\u4ee5\u4fdd\u6301\u8bed\u8a00\u7279\u5f02\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u7cbe\u51c6\u8fc1\u79fb\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u5b50\u7a7a\u95f4\u8ddd\u79bb\u7684\u5ea6\u91cf\u673a\u5236\uff0c\u53ef\u81ea\u9002\u5e94\u5b9a\u4f4d\u6700\u9002\u5b9c\u6267\u884c\u8fc1\u79fb\u7684\u6a21\u578b\u5c42\u7ea7\uff0c\u517c\u987e\u4e86\u6709\u6548\u6027\u4e0e\u7a33\u5b9a\u6027\u3002\u540c\u65f6\uff0cShifCon \u6846\u67b6\u5f15\u5165\u4e86\u8de8\u8bed\u8a00\u5bf9\u6bd4\u5b66\u4e60\u76ee\u6807\uff0c\u901a\u8fc7\u6784\u9020\u6b63\u8d1f\u6837\u672c\u5bf9\uff0c\u7f29\u5c0f\u4e0d\u540c\u8bed\u8a00\u5728\u8868\u5f81\u7a7a\u95f4\u7684\u5206\u5e03\u8ddd\u79bb\uff0c\u5f3a\u5316\u8bed\u4e49\u5bf9\u9f50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4-1024x571.png\" alt=\"diagram\" class=\"wp-image-1146781\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4-1024x571.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4-768x428.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4-240x134.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-4.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aShifCon \u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u591a\u8bed\u8a00\u7406\u89e3\u4e0e\u591a\u8bed\u8a00\u751f\u6210\u8fd9\u4e24\u5927\u7c7b\u591a\u8bed\u8a00\u57fa\u51c6\u4efb\u52a1\u4e2d\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u7ed3\u679c\u663e\u793a\uff0cShifCon \u5728\u975e\u4e3b\u5bfc\u8bed\u8a00\u4e0a\u7684\u6027\u80fd\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5c24\u5176\u5728\u4f4e\u8d44\u6e90\u8bed\u79cd\u4e0a\u7684\u63d0\u5347\u66f4\u4e3a\u7a81\u51fa\u3002\u501f\u52a9\u8868\u5f81\u53ef\u89c6\u5316\u5206\u6790\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u63ed\u793a\uff0cShifCon \u80fd\u591f\u5728\u5f02\u8d28\u8bed\u8a00\u4e4b\u95f4\u642d\u5efa\u8d77\u9690\u5f0f\u7684\u8bed\u4e49\u6865\u6881\uff0c\u8fd9\u4e00\u53d1\u73b0\u4e3a\u540e\u7eed\u591a\u8bed\u8a00\u6a21\u578b\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u65b0\u7684\u7406\u8bba\u652f\u70b9\u4e0e\u5b9e\u8df5\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-socialcc-\u5927\u8bed\u8a00\u6a21\u578b\u8de8\u6587\u5316\u793e\u4ea4\u80fd\u529b\u7684\u4ea4\u4e92\u5f0f\u8bc4\u4f30\">03. SocialCC\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8de8\u6587\u5316\u793e\u4ea4\u80fd\u529b\u7684\u4ea4\u4e92\u5f0f\u8bc4\u4f30<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"221\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5-1024x221.png\" alt=\"text\" class=\"wp-image-1146782\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5-1024x221.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5-300x65.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5-768x166.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5-240x52.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-5.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/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:\/\/aclanthology.org\/2025.acl-long.1594.pdf\">https:\/\/aclanthology.org\/2025.acl-long.1594.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u968f\u7740 LLMs \u5728\u5168\u7403\u8303\u56f4\u5185\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5176\u5728\u8de8\u6587\u5316\u4ea4\u6d41\u4e2d\u7684\u8868\u73b0\u65e5\u76ca\u53d7\u5230\u5173\u6ce8\u3002\u5c3d\u7ba1\u73b0\u6709\u7814\u7a76\u5df2\u8bc4\u4f30\u6a21\u578b\u7684\u6587\u5316\u77e5\u8bc6\u50a8\u5907\uff0c\u4f46\u5bf9\u5176\u5728\u771f\u5b9e\u4e92\u52a8\u4e2d\u7075\u6d3b\u8fd0\u7528\u6587\u5316\u77e5\u8bc6\u7684\u80fd\u529b\u4ecd\u7f3a\u4e4f\u7cfb\u7edf\u6027\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u4e3a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30 LLMs \u6587\u5316\u80fd\u529b\u7684\u4ea4\u4e92\u5f0f\u57fa\u51c6\u6846\u67b6 SocialCC\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u591a\u8f6e\u5bf9\u8bdd\u6a21\u62df\u8de8\u6587\u5316\u793e\u4ea4\u573a\u666f\uff0c\u5168\u9762\u8861\u91cf\u6a21\u578b\u5728\u6587\u5316\u610f\u8bc6\u3001\u6587\u5316\u77e5\u8bc6\u548c\u6587\u5316\u884c\u4e3a\u4e09\u4e2a\u7ef4\u5ea6\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>SocialCC \u5305\u542b3,060\u4e2a\u4eba\u5de5\u6784\u5efa\u7684\u8de8\u6587\u5316\u60c5\u5883\uff0c\u8986\u76d6\u516d\u5927\u6d3260\u4e2a\u56fd\u5bb6\uff0c\u573a\u666f\u8bbe\u8ba1\u57fa\u4e8e\u300a\u4e16\u754c\u4ef7\u503c\u89c2\u8c03\u67e5\u300b\u548c\u300a\u6587\u5316\u56fe\u8c31\u300b\u7b49\u6743\u5a01\u6587\u5316\u77e5\u8bc6\u5e93\uff0c\u6db5\u76d6\u793c\u4eea\u3001\u91cd\u8981\u8282\u65e5\u3001\u793e\u4f1a\u4ef7\u503c\u3001\u5b97\u6559\u4fe1\u4ef0\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u5728\u6bcf\u4e2a\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u4f1a\u626e\u6f14\u5177\u6709\u7279\u5b9a\u6587\u5316\u80cc\u666f\u7684\u89d2\u8272\uff0c\u56f4\u7ed5\u793e\u4ea4\u76ee\u6807\u5c55\u5f00\u4e92\u52a8\uff0c\u540c\u65f6\u9700\u8bc6\u522b\u5e76\u89c4\u907f\u6f5c\u5728\u7684\u6587\u5316\u51b2\u7a81\u3002\u8bc4\u4f30\u8fc7\u7a0b\u7531 GPT-4o \u62c5\u4efb\u81ea\u52a8\u8bc4\u5ba1\uff0c\u7ed3\u5408\u4eba\u7c7b\u6ce8\u91ca\u8005\u7684\u9a8c\u8bc1\uff0c\u786e\u4fdd\u8bc4\u4f30\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"531\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6-1024x531.png\" alt=\"graphical user interface, text, application, chat or text message\" class=\"wp-image-1146783\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6-1024x531.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6-300x156.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6-768x398.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6-240x124.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-6.png 1061w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aSocialCC \u7684\u6574\u4f53\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5c3d\u7ba1\u90e8\u5206\u6a21\u578b\uff08\u5982 GPT-4.1 \u548c LLaMa3-70B\uff09\u5728\u6587\u5316\u610f\u8bc6\u548c\u884c\u4e3a\u9002\u5e94\u65b9\u9762\u8868\u73b0\u8f83\u597d\uff0c\u4f46\u6574\u4f53\u800c\u8a00\uff0c\u4e3b\u6d41 LLMs \u5728\u6587\u5316\u4ef7\u503c\u7406\u89e3\u548c\u76f8\u5e94\u884c\u4e3a\u9002\u5e94\u65b9\u9762\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u5f80\u5f80\u80fd\u8bc6\u522b\u6587\u5316\u5e38\u8bc6\u51b2\u7a81\uff08\u5982\u9001\u82b1\u4e60\u4fd7\uff09\uff0c\u4f46\u5728\u6d89\u53ca\u66f4\u6df1\u5c42\u6b21\u7684\u4ef7\u503c\u53d6\u5411\u65f6\uff0c\uff08\u5982\u5b97\u6559\u4fe1\u4ef0\u6216\u5bb6\u5ead\u89c2\u5ff5\uff09\u5219\u8868\u73b0\u4e0d\u4f73\u3002\u6b64\u5916\uff0c\u6a21\u578b\u5bf9\u4e0d\u540c\u6587\u5316\u7fa4\u4f53\u4e2d\u7684\u9002\u5e94\u6027\u4e5f\u5b58\u5728\u504f\u5dee\uff0c\u5176\u5bf9\u5112\u5bb6\u6587\u5316\u6216\u82f1\u8bed\u6587\u5316\u7684\u7406\u89e3\u529b\u76f8\u5bf9\u8f83\u5f3a\uff0c\u800c\u5bf9\u62c9\u7f8e\u3001\u975e\u6d32-\u4f0a\u65af\u5170\u7b49\u6587\u5316\u7684\u9002\u5e94\u80fd\u529b\u5219\u6709\u6240\u900a\u8272\u3002<\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\u5206\u6790\u8868\u660e\uff0c\u6a21\u578b\u5728\u6587\u5316\u610f\u8bc6\u65b9\u9762\u7684\u8868\u73b0\u5e76\u4e0d\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5176\u6587\u5316\u77e5\u8bc6\u50a8\u5907\uff0c\u5373\u4f7f\u7f3a\u4e4f\u76f8\u5173\u77e5\u8bc6\uff0c\u6a21\u578b\u6709\u65f6\u4e5f\u80fd\u901a\u8fc7\u63a8\u7406\u5c55\u73b0\u51fa\u4e00\u5b9a\u7684\u6587\u5316\u654f\u611f\u6027\u3002\u7136\u800c\uff0c\u5728\u6d89\u53ca\u6587\u5316\u4ef7\u503c\u7684\u884c\u4e3a\u51b3\u7b56\u4e2d\uff0c\u6a21\u578b\u4ecd\u96be\u4ee5\u8c03\u548c\u793e\u4ea4\u76ee\u6807\u4e0e\u6587\u5316\u9002\u5e94\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u8fd9\u4e9b\u53d1\u73b0\u63ed\u793a\u4e86\u5f53\u524d LLMs \u5728\u6587\u5316\u667a\u80fd\u65b9\u9762\u7684\u5c40\u9650\u6027\uff0c\u5f3a\u8c03\u4e86\u63d0\u5347\u5176\u8de8\u6587\u5316\u4ea4\u4e92\u80fd\u529b\u7684\u5fc5\u8981\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-\u9762\u5411\u66f4\u4f18\u4ef7\u503c\u51c6\u5219\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50-\u7cfb\u7edf\u6027\u8bc4\u4f30\u4e0e\u589e\u5f3a\u65b9\u6cd5\u7814\u7a76\">04. \u9762\u5411\u66f4\u4f18\u4ef7\u503c\u51c6\u5219\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\uff1a\u7cfb\u7edf\u6027\u8bc4\u4f30\u4e0e\u589e\u5f3a\u65b9\u6cd5\u7814\u7a76<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"194\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7-1024x194.png\" alt=\"paper\" class=\"wp-image-1146784\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7-1024x194.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7-300x57.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7-768x146.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7-240x46.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-7.png 1032w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/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:\/\/aclanthology.org\/2025.acl-long.1408\">https:\/\/aclanthology.org\/2025.acl-long.1408<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>LLMs \u5728\u591a\u4efb\u52a1\u4e2d\u90fd\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u5982\u4f55\u786e\u4fdd\u5176\u884c\u4e3a\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u5bf9\u9f50\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u5173\u952e\u8bae\u9898\u4e4b\u4e00\u3002\u73b0\u6709\u7684\u4ef7\u503c\u51c6\u5219\uff08\u5982\u201cHHH\u201d\u2014\u2014\u6709\u76ca\u3001\u8bda\u5b9e\u3001\u65e0\u5bb3\uff09\u867d\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u591a\u4e3a\u7ecf\u9a8c\u6027\u5236\u5b9a\uff0c\u7f3a\u4e4f\u7cfb\u7edf\u6027\u8bc4\u4f30\uff0c\u96be\u4ee5\u5e94\u5bf9\u5b9e\u9645\u5bf9\u9f50\u8fc7\u7a0b\u4e2d\u7684\u4e09\u5927\u6311\u6218\uff1a\u8986\u76d6\u6027\u4e0d\u8db3\u3001\u6307\u5bfc\u6027\u4e0d\u5f3a\u4ee5\u53ca\u5185\u90e8\u51b2\u7a81\u9891\u53d1\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u7cfb\u7edf\u6027\u8bc4\u4f30\u6846\u67b6\uff0c\u660e\u786e\u4e86\u4e09\u9879\u5173\u952e\u5c5e\u6027\u2014\u2014\u5168\u9762\u6027\u3001\u7cbe\u786e\u6027\u4e0e\u517c\u5bb9\u6027\uff0c\u5e76\u636e\u6b64\u6784\u5efa\u548c\u4f18\u5316\u4ef7\u503c\u51c6\u5219\u96c6\u5408\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u9996\u5148\u5bf9\u73b0\u6709\u51c6\u5219\u8fdb\u884c\u4e86\u5206\u7c7b\uff0c\u6db5\u76d6\u901a\u7528\u578b\u3001\u9886\u57df\u76f8\u5173\u578b\u53ca\u573a\u666f\u7279\u5b9a\u578b\u4e09\u7c7b\uff0c\u5e76\u63ed\u793a\u4e86\u5176\u5728\u9002\u7528\u8303\u56f4\u4e0e\u6307\u5bfc\u6548\u529b\u4e0a\u7684\u6743\u8861\u95ee\u9898\u3002\u901a\u8fc7\u501f\u9274\u6cd5\u5f8b\u4e0e\u4f26\u7406\u9886\u57df\u7684\u89c4\u5219\u5236\u5b9a\u8303\u5f0f\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7406\u60f3\u7684\u4ef7\u503c\u51c6\u5219\u5e94\u5177\u5907\u666e\u9002\u6027\u3001\u660e\u786e\u53ef\u6267\u884c\u6027\u4ee5\u53ca\u5185\u5728\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u8bbe\u8ba1\u4e86\u4e09\u9879\u91cf\u5316\u6307\u6807\u4ee5\u5b9e\u73b0\u4e0a\u8ff0\u76ee\u6807\uff1a<\/p>\n\n\n\n<p>1. \u5168\u9762\u6027\uff1a\u8861\u91cf\u51c6\u5219\u5728\u591a\u6837\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\uff1b<\/p>\n\n\n\n<p>2. \u7cbe\u786e\u6027\uff1a\u8bc4\u4f30\u51c6\u5219\u5728\u76f8\u5173\u573a\u666f\u4e2d\u662f\u5426\u80fd\u63d0\u4f9b\u6709\u6548\u6307\u5bfc\uff1b<\/p>\n\n\n\n<p>3. \u517c\u5bb9\u6027\uff1a\u901a\u8fc7\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u68c0\u6d4b\u51c6\u5219\u95f4\u662f\u5426\u5b58\u5728\u51b2\u7a81\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u5206\u5c42\u4ef7\u503c\u51c6\u5219\u6846\u67b6 HiVaP\uff0c\u8be5\u6846\u67b6\u5305\u62ec\u4e24\u4e2a\u6838\u5fc3\u6a21\u5757\uff1a\u4e00\u662f\u901a\u8fc7\u56db\u9879\u7b56\u7565\u6784\u5efa\u5206\u5c42\u51c6\u5219\u96c6\u5408\uff0c\u5206\u522b\u7528\u4e8e\u6269\u5c55\u8986\u76d6\u8303\u56f4\u3001\u66ff\u6362\u4f4e\u7cbe\u5ea6\u51c6\u5219\u3001\u5efa\u7acb\u7cbe\u7ec6\u5c42\u7ea7\u7ed3\u6784\u4ee5\u53ca\u89e3\u51b3\u51b2\u7a81\uff1b\u4e8c\u662f\u8bbe\u8ba1\u7ea7\u8054\u68c0\u7d22\u673a\u5236\uff0c\u5229\u7528 GPT-4o \u6a21\u578b\u52a8\u6001\u8bc6\u522b\u4e0e\u7279\u5b9a\u573a\u666f\u6700\u76f8\u5173\u7684\u51c6\u5219\uff0c\u5e76\u5c06\u5176\u5d4c\u5165\u63d0\u793a\u4e2d\u4ee5\u5f15\u5bfc LLMs \u751f\u6210\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"370\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8-1024x370.png\" alt=\"diagram\" class=\"wp-image-1146785\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8-1024x370.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8-300x108.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8-768x277.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8-240x87.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-8.png 1213w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aHiVaP \u6846\u67b6\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u9009\u53d6\u4e86\u591a\u4e2a\u516c\u5f00\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u6709\u76ca\u6027\u548c\u5b89\u5168\u6027\u4e24\u5927\u573a\u666f\uff0c\u5e76\u91c7\u7528\u591a\u79cd\u81ea\u52a8\u8bc4\u4f30\u6307\u6807\uff08\u5982\u5b89\u5168\u7387\u3001\u5e2e\u52a9\u5206\u6570\u3001\u5956\u52b1\u5206\u6570\u7b49\uff09\u6765\u9a8c\u8bc1 HiVaP \u7684\u6709\u6548\u6027\u3002\u7ed3\u679c\u663e\u793a\uff0cHiVaP \u5728\u6240\u6709\u6307\u6807\u4e0a\u5747\u4f18\u4e8e\u73b0\u6709\u51c6\u5219\u96c6\u5408\uff0c \u82e5\u4ec5\u542f\u7528\u4e0e\u573a\u666f\u9ad8\u5ea6\u76f8\u5173\u7684\u51c6\u5219\uff0c\u5176\u4f18\u52bf\u66f4\u4e3a\u7a81\u51fa\uff0c\u6a21\u578b\u5bf9\u9f50\u8d28\u91cf\u8dc3\u5347\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6d88\u878d\u5b9e\u9a8c\u8868\u660e\uff0c\u4e09\u9879\u5c5e\u6027\u5bf9\u5bf9\u9f50\u6548\u679c\u5747\u6709\u6b63\u5411\u5f71\u54cd\uff0c\u5176\u4e2d\u5168\u9762\u6027\u8d21\u732e\u6700\u4e3a\u663e\u8457\u3002\u6848\u4f8b\u5206\u6790\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86 HiVaP \u5728\u63d0\u4f9b\u5177\u4f53\u6307\u5bfc\u4e0e\u8986\u76d6\u591a\u6837\u5316\u573a\u666f\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-\u4ece\u5fc3\u7406\u5b66\u89d2\u5ea6\u7684\u7ecf\u9a8c\u6027\u5206\u6790-\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u975e\u9884\u671f\u5371\u5bb3\">05. \u4ece\u5fc3\u7406\u5b66\u89d2\u5ea6\u7684\u7ecf\u9a8c\u6027\u5206\u6790\uff0c\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u975e\u9884\u671f\u5371\u5bb3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"945\" height=\"201\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-9.png\" alt=\"paper\" class=\"wp-image-1146786\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-9.png 945w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-9-300x64.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-9-768x163.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-9-240x51.png 240w\" sizes=\"auto, (max-width: 945px) 100vw, 945px\" \/><\/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:\/\/arxiv.org\/abs\/2506.06404\">https:\/\/arxiv.org\/abs\/2506.06404<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>LLMs \u5728\u5404\u7c7b\u5e94\u7528\u4e2d\u7684\u5e7f\u6cdb\u90e8\u7f72\uff0c\u8ba9\u79d1\u7814\u4eba\u5458\u8d8a\u6765\u8d8a\u5173\u6ce8\u5982\u4f55\u4f7f\u6a21\u578b\u8868\u8fbe\u548c\u4f53\u73b0\u7528\u6237\u7684\u4e2a\u6027\u5316\u4ef7\u503c\u89c2\u3002\u4f46\u5c06\u6a21\u578b\u4e0e\u4e2a\u4f53\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u8fc7\u7a0b\u53ef\u80fd\u5f15\u53d1\u6f5c\u5728\u7684\u5b89\u5168\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5f53\u67d0\u4e9b\u4ef7\u503c\u89c2\u7ef4\u5ea6\u4e0e\u6a21\u578b\u7684\u98ce\u9669\u6027\u884c\u4e3a\u5b58\u5728\u5173\u8054\u65f6\u3002\u672c\u6587\u805a\u7126\u4e8e\u4ef7\u503c\u89c2\u5bf9\u9f50\u6a21\u578b\u6240\u5e26\u6765\u7684\u6f5c\u5728\u98ce\u9669\uff0c\u5e76\u4ece\u5fc3\u7406\u5b66\u548c\u5b9e\u9a8c\u89d2\u5ea6\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u9996\u5148\u6307\u51fa\uff0c\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u6a21\u578b\u5728\u5b89\u5168\u8bc4\u4f30\u4e2d\u8868\u73b0\u51fa\u6bd4\u672a\u5fae\u8c03\u6a21\u578b\u66f4\u9ad8\u7684\u6709\u5bb3\u503e\u5411\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u4f20\u7edf\u5b89\u5168\u6d4b\u8bd5\u4e2d\u4e5f\u6bd4\u5176\u4ed6\u5fae\u8c03\u6a21\u578b\u66f4\u6613\u4ea7\u751f\u98ce\u9669\u3002\u8fd9\u79cd\u73b0\u8c61\u7684\u6839\u672c\u539f\u56e0\u5728\u4e8e\u6a21\u578b\u662f\u6839\u636e\u6240\u5bf9\u9f50\u7684\u4ef7\u503c\u7ef4\u5ea6\u751f\u6210\u6587\u672c\u7684\uff0c\u4ece\u800c\u53ef\u80fd\u653e\u5927\u67d0\u4e9b\u6709\u5bb3\u7ed3\u679c\u3002\u4e3a\u9a8c\u8bc1\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u8be6\u7ec6\u5b89\u5168\u7c7b\u522b\u7684\u6570\u636e\u96c6\uff0c\u5e76\u53d1\u73b0\u6a21\u578b\u4e0e\u7279\u5b9a\u4ef7\u503c\u89c2\u7ef4\u5ea6\u7684\u5bf9\u9f50\u7a0b\u5ea6\u4e0e\u67d0\u4e9b\u5b89\u5168\u98ce\u9669\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u65b9\u6cd5\u4e0a\uff0c\u7814\u7a76\u91c7\u7528\u4e86\u57fa\u4e8e\u65bd\u74e6\u8328\u4eba\u7c7b\u57fa\u672c\u4ef7\u503c\u89c2\u7684\u4e2a\u6027\u5316\u4ef7\u503c\u89c2\u5efa\u6a21\u65b9\u5f0f\uff0c\u901a\u8fc7\u5bf9\u4e0d\u540c\u4ef7\u503c\u89c2\u7ef4\u5ea6\uff08\u5982\u6743\u529b\u3001\u4f20\u7edf\u3001\u5229\u4ed6\u7b49\uff09\u8fdb\u884c\u7f16\u7801\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u6a21\u62df\u7279\u5b9a\u4e2a\u4f53\u7684\u4ef7\u503c\u89c2\u503e\u5411\u3002\u968f\u540e\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u5b89\u5168\u8bc4\u4f30\u6570\u636e\u96c6\u5bf9\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u5206\u6790\u4e86\u5176\u5728\u4e0d\u540c\u4ef7\u503c\u89c2\u9a71\u52a8\u4e0b\u7684\u884c\u4e3a\u8868\u73b0\u3002\u6b64\u5916\uff0c\u7814\u7a76\u8fd8\u5f15\u5165\u4e86\u5fc3\u7406\u5b66\u5047\u8bbe\u4ee5\u89e3\u91ca\u4e3a\u4f55\u67d0\u4e9b\u4ef7\u503c\u89c2\u66f4\u5bb9\u6613\u8bf1\u53d1\u6a21\u578b\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6a21\u578b\u5728\u5bf9\u9f50\u201c\u6743\u529b(Power)\u201d\u7c7b\u4ef7\u503c\u7ef4\u5ea6\u65f6\u66f4\u5bb9\u6613\u751f\u6210\u4ec7\u6068\u8a00\u8bba\uff0c\u800c\u5bf9\u9f50\u201c\u666e\u904d\u4e3b\u4e49\uff08Universalisim\uff09\u201d\u6216\u201c\u6148\u5584\uff08Benevolence\uff09\u201d\u7c7b\u4ef7\u503c\u89c2\u65f6\u5219\u76f8\u5bf9\u5b89\u5168\u3002\u8fd9\u79cd\u5dee\u5f02\u4e0d\u4ec5\u4f53\u73b0\u5728\u6a21\u578b\u8f93\u51fa\u7684\u5185\u5bb9\u4e0a\uff0c\u4e5f\u53cd\u6620\u5728\u6a21\u578b\u5bf9\u654f\u611f\u95ee\u9898\u7684\u56de\u5e94\u65b9\u5f0f\u4e2d\u3002\u4f8b\u5982\uff0c\u5728\u9762\u5bf9\u79cd\u65cf\u3001\u6027\u522b\u6216\u793e\u4f1a\u7fa4\u4f53\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u7684\u56de\u7b54\u4f1a\u56e0\u5176\u6240\u5b66\u4e60\u7684\u4ef7\u503c\u89c2\u800c\u4ea7\u751f\u663e\u8457\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"648\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10-1024x648.png\" alt=\"chart\" class=\"wp-image-1146787\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10-1024x648.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10-300x190.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10-768x486.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10-240x152.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/08\/new-arrival-in-research-31-10.png 1368w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5728 HEx-PHI \u6570\u636e\u96c6\u4e0a\uff0c\u6a21\u578b\u5728\u65bd\u74e6\u8328\u4ef7\u503c\u7ef4\u5ea6\u4e0a\u7684\u503e\u5411\u6027\u4e0e\u4e0e\u4e0d\u540c\u98ce\u9669\u7c7b\u522b\u7684\u5173\u8054\u6027\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e00\u79cd\u201c\u4e0a\u4e0b\u6587\u5bf9\u9f50\u201d\u65b9\u6cd5\uff0c\u65e8\u5728\u5728\u4e0d\u76f4\u63a5\u4fee\u6539\u6a21\u578b\u53c2\u6570\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u5c06\u4ef7\u503c\u89c2\u6307\u4ee4\u7ed3\u5408\u5230\u8f93\u5165\u7684\u63d0\u793a\u4e2d\uff0c\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u5b89\u5168\u7684\u5185\u5bb9\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u628a\u4ef7\u503c\u89c2\u6307\u4ee4\u548c\u4f20\u7edf\u5b89\u5168\u6307\u4ee4\u7ed3\u5408\u4f7f\u7528\u65f6\uff0c\u5728\u7279\u5b9a\u98ce\u9669\u7c7b\u522b\u4e0a\u6700\u591a\u80fd\u51cf\u5c1127%\u7684\u6709\u5bb3\u5185\u5bb9\u3002\u4f46\u8be5\u65b9\u6cd5\u7684\u7a33\u5b9a\u6027\u548c\u901a\u7528\u6027\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u548c\u9a8c\u8bc1\u3002<\/p>\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\u3002 \u4f5c\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u5168\u7403\u9876\u7ea7\u7684\u5b66\u672f\u76db\u4f1a\u4e4b\u4e00\uff0cACL 2025 \u4e8e\u8fd1\u65e5\u5728\u7ef4\u4e5f\u7eb3\u53ec\u5f00\u3002\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u6211\u4eec\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5206\u4eab\u7814\u7a76\u9662\u5165\u9009 ACL 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u805a\u7126\u4e86\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u3001\u90e8\u7f72\u548c\u6301\u7eed\u5b66\u4e60\u4e2d\u66f4\u5feb\u901f\u3001\u66f4\u5c0f\u5de7\u6216\u66f4\u9ad8\u6548\u7684\u7814\u7a76\u5de5\u4f5c\u3002\u672c\u671f\u5c06\u63a2\u8ba8\u6a21\u578b\u5728\u516c\u5e73\u6027\u3001\u5305\u5bb9\u6027\u3001\u9c81\u68d2\u6027\u3001\u8bc4\u4f30\u516c\u6b63\u6027\u4e0e\u4f26\u7406\u5bf9\u9f50\u7b49\u65b9\u9762\u7684\u8bae\u9898\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. MMLU-CF\uff1a\u65e0\u6c61\u67d3\u7684\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6 02. ShifCon\uff1a\u57fa\u4e8e\u8fc1\u79fb\u7684\u591a\u8bed\u8a00\u5bf9\u6bd4\u6846\u67b6\uff0c\u63d0\u5347\u975e\u4e3b\u5bfc\u8bed\u8a00\u80fd\u529b 03. SocialCC\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8de8\u6587\u5316\u793e\u4ea4\u80fd\u529b\u7684\u4ea4\u4e92\u5f0f\u8bc4\u4f30 04. \u9762\u5411\u66f4\u4f18\u4ef7\u503c\u51c6\u5219\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\uff1a\u7cfb\u7edf\u6027\u8bc4\u4f30\u4e0e\u589e\u5f3a\u65b9\u6cd5\u7814\u7a76 05. \u4ece\u5fc3\u7406\u5b66\u89d2\u5ea6\u7684\u7ecf\u9a8c\u6027\u5206\u6790\uff0c\u4ef7\u503c\u89c2\u5bf9\u9f50\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u975e\u9884\u671f\u5371\u5bb3 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.15194 (opens in new tab) \u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5982\u4f55\u51c6\u786e\u8bc4\u4f30\u5176\u80fd\u529b\u5df2\u7ecf\u6210\u4e3a\u7814\u7a76\u7684\u70ed\u70b9\u95ee\u9898\u3002\u8bf8\u5982\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6 MMLU\uff08Massive Multitask Language 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