{"id":1136678,"date":"2025-04-16T03:15:33","date_gmt":"2025-04-16T10:15:33","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1136678"},"modified":"2025-04-16T03:15:35","modified_gmt":"2025-04-16T10:15:35","slug":"new-arrival-in-research-23","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-23\/","title":{"rendered":"ICLR\u4e0a\u65b0 | \u63a2\u7d22\u5927\u6a21\u578b\u4f18\u5316\u3001\u4fe1\u606f\u68c0\u7d22\u4e0e\u8bb0\u5fc6\u6784\u5efa\u7684\u521b\u65b0\u4e4b\u8def"},"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\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n<p>4\u670824\u65e5\u81f34\u670828\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u6df1\u5ea6\u5b66\u4e60\u76db\u4f1a\u4e4b\u4e00 ICLR \u5927\u4f1a\u5c06\u5728\u65b0\u52a0\u5761\u4e3e\u529e\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 ICLR 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u7684\u7814\u7a76\u5de5\u4f5c\u5c06\u6db5\u76d6\u5927\u6a21\u578b\u4f18\u5316\u3001\u4fe1\u606f\u68c0\u7d22\u3001\u8bb0\u5fc6\u6784\u5efa\u7b49\u65b9\u5411\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80fd\u529b\u4e0e\u6548\u7387\u7684\u63d0\u5347\uff0c\u5c06\u91cd\u5851\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fb9\u754c\u3002\u5728 ICLR 2025 \u7684\u7b2c\u4e00\u671f\u7cbe\u9009\u8bba\u6587\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u901a\u8fc7\u7406\u8bba\u521b\u65b0\u4e0e\u5de5\u7a0b\u4f18\u5316\u53cc\u8f6e\u9a71\u52a8\u7684\u65b9\u5f0f\uff0c\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u4e86 LLMs \u5728\u63a8\u7406\u3001\u5bf9\u9f50\u3001\u6570\u636e\u5229\u7528\u53ca\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5173\u952e\u6311\u6218\u3002\u8fd9\u4e9b\u7a81\u7834\u4e0d\u4ec5\u8ba9\u5927\u6a21\u578b\u66f4\u201c\u806a\u660e\u201d\uff0c\u4e5f\u5c06\u63a8\u52a8\u5176\u5411\u5b9e\u7528\u5316\u3001\u666e\u53ca\u5316\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\u3002<\/p>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n<p>01. \u901a\u8fc7\u6700\u4f18\u63a7\u5236\u8fdb\u884c\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u9009\u62e9<\/p>\n\n\n\n<p>02. Differential Transformer<\/p>\n\n\n\n<p>03. Integrative Decoding\uff1a\u9690\u5f0f\u81ea\u6d3d\u89e3\u7801\u6280\u672f\uff0c\u7a81\u7834\u5927\u6a21\u578b\u5e7b\u89c9\u74f6\u9888<\/p>\n\n\n\n<p>04. SeCom\uff1a\u9762\u5411\u4e2a\u6027\u5316\u5bf9\u8bdd\u4ee3\u7406\u7684\u8bb0\u5fc6\u6784\u5efa\u4e0e\u68c0\u7d22\u65b9\u6cd5<\/p>\n\n\n\n<p>05. \u901a\u8fc7\u4f2a\u53cd\u9988\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/p>\n\n\n\n<p>06. SCBench\uff1a\u4ee5KV\u7f13\u5b58\u4e3a\u4e2d\u5fc3\u7684\u957f\u6587\u672c\u65b9\u6cd5\u5206\u6790<\/p>\n\n\n\n<p>07. \u5229\u7528\u5408\u6210\u504f\u597d\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u52a9\u5bf9\u9f50<\/p>\n\n\n\n<p>08. \u901a\u8fc7\u4e8c\u8fdb\u5236\u8bcd\u888b\u7d22\u5f15\u5b9e\u73b0\u534a\u53c2\u6570\u5316\u68c0\u7d22<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-\u901a\u8fc7\u6700\u4f18\u63a7\u5236\u8fdb\u884c\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u9009\u62e9\">01. \u901a\u8fc7\u6700\u4f18\u63a7\u5236\u8fdb\u884c\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u9009\u62e9<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"515\" height=\"142\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-1.png\" alt=\"paper cover\" class=\"wp-image-1136684\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-1.png 515w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-1-300x83.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-1-240x66.png 240w\" sizes=\"auto, (max-width: 515px) 100vw, 515px\" \/><\/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\/2410.07064\">https:\/\/arxiv.org\/abs\/2410.07064<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u7531\u4e8e\u5bf9\u9ad8\u8d28\u91cf\u9884\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42\u4e0d\u65ad\u589e\u52a0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8ba1\u7b97\u6210\u672c\u548c\u53ef\u7528\u7f51\u7edc\u6293\u53d6\u8bed\u6599\u5e93\u7684\u201c\u5e93\u5b58\u201d\u65b9\u9762\u9762\u4e34\u91cd\u5927\u6311\u6218\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u63a2\u7d22\u9009\u62e9\u6700\u4f73\u9884\u8bad\u7ec3\u6570\u636e\u6765\u63d0\u9ad8 LLMs \u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u7814\u7a76\u52a8\u673a\u662f\u5e0c\u671b\u63d0\u9ad8\u6570\u636e\u5229\u7528\u6548\u7387\uff0c\u52a0\u901f LLMs \u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u4ece\u800c\u51cf\u5c11\u6574\u4f53\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u91c7\u7528\u7684\u65b9\u6cd5\u662f\u5c06\u6570\u636e\u9009\u62e9\u8868\u8ff0\u4e3a\u4e00\u4e2a\u5e7f\u4e49\u7684\u6700\u4f18\u63a7\u5236\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u5e9e\u7279\u91cc\u4e9a\u91d1\u6700\u5927\u503c\u539f\u7406\uff08PMP\uff09\u63a8\u5bfc\u51fa\u63cf\u8ff0\u6700\u4f73\u6570\u636e\u9009\u62e9\u4e0e LLMs \u8bad\u7ec3\u52a8\u6001\u5173\u7cfb\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u5f15\u5165\u57fa\u4e8e PMP \u7684\u6570\u636e\u9009\u62e9\uff08PDS\uff09\u6846\u67b6\uff0c\u7814\u7a76\u5458\u4eec\u53ef\u4ee5\u901a\u8fc7\u6c42\u89e3 PMP \u6761\u4ef6\u6765\u8fd1\u4f3c\u6700\u4f73\u6570\u636e\u9009\u62e9\u3002\u800c\u4e14 PDS \u6846\u67b6\u88ab\u5e94\u7528\u4e8e\u4ece CommonCrawl \u8bed\u6599\u5e93\u4e2d\u9009\u62e9\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u5404\u79cd\u5b9e\u9a8c\u8bc4\u4f30\u5176\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u7684\u4e3b\u8981\u53d1\u73b0\u8868\u660e\uff0cPDS \u9009\u62e9\u7684\u8bed\u6599\u5e93\u663e\u8457\u52a0\u901f\u4e86 LLMs \u7684\u5b66\u4e60\uff0c\u5e76\u5728\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u548c\u6a21\u578b\u89c4\u6a21\u4e0a\u6301\u7eed\u63d0\u9ad8\u5176\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cPDS \u7684\u597d\u5904\u80fd\u591f\u6269\u5c55\u5230\u5927\u89c4\u6a21\u6a21\u578b\uff0c\u5305\u62ec\u90a3\u4e9b\u5728\u5927\u7ea610\u4e07\u4ebf\u4e2a\u6807\u8bb0\u4e0a\u8bad\u7ec3\u7684\u7ea64000\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u3002\u7814\u7a76\u8fd8\u8868\u660e\uff0c\u5f53\u9884\u8bad\u7ec3\u6570\u636e\u6709\u9650\u65f6\uff0cPDS \u63d0\u9ad8\u4e86\u6570\u636e\u5229\u7528\u7387\uff0c\u5c06\u6570\u636e\u9700\u6c42\u51cf\u5c11\u4e861.8\u500d\u3002\u8fd9\u79cd\u51cf\u5c11\u7f13\u89e3\u4e86\u53ef\u7528\u7f51\u7edc\u6293\u53d6\u8bed\u6599\u5e93\u7684\u5feb\u901f\u8017\u5c3d\uff0c\u4f7f\u9884\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u52a0\u53ef\u6301\u7eed\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"447\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-1024x447.png\" alt=\"chart, line chart\" class=\"wp-image-1136685\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-1024x447.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-300x131.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-768x335.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-1536x671.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2-240x105.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-2.png 1667w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aPDS \u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u51c6\u786e\u7387\u66f2\u7ebf<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u7814\u7a76\u4e3a LLMs \u7684\u9884\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u9896\u4e14\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5728\u5b66\u4e60\u6548\u7387\u548c\u6027\u80fd\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-differential-transformer\">02. Differential Transformer<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"358\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3-1024x358.png\" alt=\"paper cover\" class=\"wp-image-1136686\" style=\"width:635px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3-1024x358.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3-300x105.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3-768x269.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3-240x84.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-3.png 1121w\" 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\/2410.05258\">https:\/\/arxiv.org\/abs\/2410.05258<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684 Transformer \u67b6\u6784 DIFF Transformer\uff08\u5dee\u5206 Transformer\uff09\u3002\u901a\u8fc7\u5dee\u5206\u6ce8\u610f\u529b\u673a\u5236\uff0cDIFF Transformer \u80fd\u591f\u589e\u5f3a\u5bf9\u5173\u952e\u4fe1\u606f\u7684\u5173\u6ce8\uff0c\u540c\u65f6\u51cf\u5c11\u5bf9\u566a\u58f0\u7684\u5e72\u6270\uff0c\u4ece\u800c\u5728\u591a\u9879\u8bed\u8a00\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u4f18\u4e8e Transformer \u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u3002DIFF Transformer \u4e0e\u6b64\u524d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u53d1\u5e03\u7684&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649498640&idx=1&sn=a860101ceee6bc3a777f465bdd1586da&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">BitNet\uff08b1.58\uff09<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u3001<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649500914&idx=1&sn=774ba83082e46c568238e4cea597a89f&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">Q-Sparse<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u548c&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649499759&idx=1&sn=20c30e95d075d020f737b2a54ea0e5a0&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">YOCO<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u7b49\u5de5\u4f5c\uff0c\u6b63\u4ea4\u4e14\u4e92\u8865\u3002\u7814\u7a76\u5458\u4eec\u81f4\u529b\u4e8e\u4ece\u57fa\u7840\u7814\u7a76\u89d2\u5ea6\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\u5e26\u6765\u53d8\u9769\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7406\u8bba\u7814\u7a76\u4ee5\u53ca\u672a\u6765\u7684\u5b9e\u9645\u5e94\u7528\u5e26\u6765\u66f4\u591a\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p>\u4e86\u89e3\u66f4\u591a\u8be6\u60c5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649502183&idx=1&sn=b9a953f7e926632588d4a509843b9de5&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">\u7b80\u5355\u800c\u5f3a\u5927\uff1aDIFF Transformer\u964d\u566a\u5f0f\u5b66\u4e60\uff0c\u5f00\u542f\u6a21\u578b\u67b6\u6784\u65b0\u601d\u8def<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-integrative-decoding-\u9690\u5f0f\u81ea\u6d3d\u89e3\u7801\u6280\u672f-\u7a81\u7834\u5927\u6a21\u578b\u5e7b\u89c9\u74f6\u9888\">03. Integrative Decoding\uff1a\u9690\u5f0f\u81ea\u6d3d\u89e3\u7801\u6280\u672f\uff0c\u7a81\u7834\u5927\u6a21\u578b\u5e7b\u89c9\u74f6\u9888<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"310\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4-1024x310.png\" alt=\"paper cover\" class=\"wp-image-1136687\" style=\"width:719px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4-1024x310.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4-300x91.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4-768x232.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4-240x73.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-4.png 1091w\" 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\/2410.01556\">https:\/\/arxiv.org\/abs\/2410.01556<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5e2d\u5377\u5168\u7403\u7684\u5f53\u4e0b\uff0c\u5e7b\u89c9\uff08hallucination\uff09\u95ee\u9898\u59cb\u7ec8\u662f\u5236\u7ea6\u5176\u5e7f\u6cdb\u5e94\u7528\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5fae\u8f6f\u7814\u7a76\u9662\u8054\u5408\u591a\u6240\u9ad8\u6821\u63d0\u51fa\u7684 Integrative Decoding\uff08ID\uff09\u6280\u672f\uff0c\u5229\u7528\u9690\u5f0f\u7684\u6a21\u578b\u81ea\u6d3d\u6027\uff08self-consistency\uff09\u8fdb\u884c\u751f\u6210\u89e3\u7801\uff0c\u5728 TruthfulQA \u7b49\u4e09\u5927\u57fa\u51c6\u5b9e\u73b0\u4e86\u6700\u9ad815.4%\u7684\u4e8b\u5b9e\u6027\u8dc3\u5347\uff0c\u4e3a\u7834\u89e3\u5f00\u653e\u751f\u6210\u5e7b\u89c9\u96be\u9898\u5f00\u8f9f\u4e86\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<p>ID \u89e3\u7801\u6280\u672f\u80fd\u591f\u5de7\u5999\u5730\u5c06\u81ea\u6d3d\u6027\u9690\u5f0f\u5730\u878d\u5165\u89e3\u7801\u76ee\u6807\uff0c\u6709\u6548\u7a81\u7834\u5e7b\u89c9\u74f6\u9888\uff0c\u5e76\u5728\u8ba1\u7b97\u5f00\u9500\u3001\u4e8b\u5b9e\u6027\u63d0\u5347\u3001\u65b9\u6cd5\u7a33\u5065\u6027\u7b49\u65b9\u9762\u5177\u5907\u663e\u8457\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"527\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5-1024x527.png\" alt=\"diagram\" class=\"wp-image-1136688\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5-1024x527.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5-300x154.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5-768x395.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5-240x124.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-5.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u96c6\u6210\u5f0f\u89e3\u7801\u7684\u5de5\u4f5c\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>ID \u7684\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\u6781\u5176\u7b80\u6d01\uff0c\u53ea\u6d89\u53ca\u4e24\u4e2a\u6b65\u9aa4\u3002\u9996\u5148\uff0c\u4ece\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u8fdb\u884c\u591a\u6b21\u91c7\u6837\uff0c\u751f\u6210\u591a\u4e2a\u8f93\u51fa\u3002\u7136\u540e\uff0c\u5c06\u6bcf\u4e2a\u91c7\u6837\u7684\u8f93\u51fa\u4e0e\u539f\u59cb\u8f93\u5165\u8fde\u63a5\uff0c\u5f62\u6210\u4e00\u7ec4\u65b0\u7684\u8f93\u5165\uff0c\u5e76\u540c\u65f6\u5904\u7406\u8fd9\u4e9b\u8f93\u5165\u91cd\u65b0\u505a\u4e00\u6b21\u63a8\u7406\u751f\u6210\u3002\u5728\u8fd9\u4e00\u8f6e\u89e3\u7801\u8fc7\u7a0b\u4e2d\uff0cID \u901a\u8fc7\u6574\u5408\u6240\u6709\u8f93\u5165\u7684\u9884\u6d4b\uff0c\u9009\u62e9\u6bcf\u4e00\u6b65\u4e2d\u6700\u81ea\u6d3d\u7684\u8bcd\u5143\uff0c\u4ece\u800c\u751f\u6210\u66f4\u4e3a\u81ea\u6d3d\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u90e8\u5206\uff0cID \u5728\u516d\u79cd\u5927\u6a21\u578b\u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5747\u83b7\u5f97\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002\u800c\u4e14\uff0c\u4e0e\u540c\u7c7b\u578b\u65b9\u6cd5\u76f8\u6bd4\uff0cID \u5177\u6709\u6781\u5f3a\u7684\u9c81\u68d2\u6027\uff0c\u5728\u4e0d\u540c\u6587\u672c\u957f\u5ea6\u7684\u751f\u6210\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u7a33\u5b9a\u63d0\u5347\uff0c\u5e76\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u6cd5\u4e2d\u751f\u6210\u4fe1\u606f\u91cf\u4e0e\u4e8b\u5b9e\u6027\u96be\u4ee5\u5e73\u8861\u7684\u56f0\u5883\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5f15\u5165\u9690\u5f0f\u81ea\u6d3d\u6027\uff0cID \u4e3a\u7a81\u7834\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cID \u4e0d\u4ec5\u5927\u5927\u6539\u5584\u4e86\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u4e8b\u5b9e\u6027\u8868\u73b0\uff0c\u8fd8\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6269\u5c55\u6027\u548c\u7a33\u5065\u6027\uff0c\u80fd\u591f\u5728\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\u548c\u91c7\u6837\u7b56\u7565\u4e0b\u7a33\u5b9a\u63d0\u5347\u6027\u80fd\u3002\u901a\u8fc7\u5728\u89e3\u7801\u8fc7\u7a0b\u4e2d\u6574\u5408\u591a\u6b21\u91c7\u6837\u7684\u54cd\u5e94\uff0cID \u5728\u4e0d\u663e\u8457\u589e\u52a0\u8f93\u5165\u957f\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u4e86\u4e8b\u5b9e\u6027\u7684\u4f18\u5316\uff0c\u6781\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u5f00\u653e\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-secom-\u9762\u5411\u4e2a\u6027\u5316\u5bf9\u8bdd\u4ee3\u7406\u7684\u8bb0\u5fc6\u6784\u5efa\u4e0e\u68c0\u7d22\u65b9\u6cd5\">04. SeCom\uff1a\u9762\u5411\u4e2a\u6027\u5316\u5bf9\u8bdd\u4ee3\u7406\u7684\u8bb0\u5fc6\u6784\u5efa\u4e0e\u68c0\u7d22\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"309\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6-1024x309.png\" alt=\"paper cover\" class=\"wp-image-1136689\" style=\"width:706px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6-1024x309.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6-300x91.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6-768x232.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6-240x72.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-6.png 1080w\" 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\/2502.05589\">https:\/\/arxiv.org\/abs\/2502.05589<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\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:\/\/aka.ms\/SeCom\">https:\/\/aka.ms\/SeCom<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5bf9\u8bdd\u5f0f\u667a\u80fd\u4f53\u5e94\u5982\u4f55\u5904\u7406\u5e76\u68c0\u7d22\u8fc7\u53bb\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u8fde\u8d2f\u3001\u66f4\u4e2a\u6027\u5316\u7684\u4f53\u9a8c\uff1f\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c SeCom \u8bb0\u5fc6\u6784\u5efa\u4e0e\u68c0\u7d22\u65b9\u6cd5\uff0c\u6b63\u662f\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\u800c\u63d0\u51fa\u7684\u63a2\u7d22\u548c\u5c1d\u8bd5\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u57fa\u4e8e\u5386\u53f2\u5bf9\u8bdd\u6784\u5efa\u8bb0\u5fc6\u5e93\uff0c\u8fdb\u800c\u4ee5\u68c0\u7d22\u589e\u5f3a\u7684\u65b9\u5f0f\u751f\u6210\u667a\u80fd\u4f53\u56de\u590d\u3002\u8fd9\u4e9b\u8bb0\u5fc6\u5e93\u4e2d\u7684\u8bb0\u5fc6\u5355\u5143\u65e2\u53ef\u80fd\u662f\u5355\u6761\u5bf9\u8bdd (turn-level)\uff0c\u4e5f\u53ef\u80fd\u662f\u67d0\u6bb5\u65f6\u95f4\u5185\u7684\u5b8c\u6574\u5bf9\u8bdd\uff08session-level\uff09\u6216\u5176\u6458\u8981\uff08summarization based\uff09\u3002\u5728 SeCom \u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e24\u4e2a\u5173\u952e\u53d1\u73b0\uff1a<\/p>\n\n\n\n<p>(1) \u8bb0\u5fc6\u5355\u5143\u7684\u9897\u7c92\u5ea6\u81f3\u5173\u91cd\u8981\uff0c\u57fa\u4e8e\u4e0a\u8ff0\u4e09\u79cd\u65b9\u6cd5\u6784\u5efa\u7684\u8bb0\u5fc6\u5355\u5143\u5728\u68c0\u7d22\u51c6\u786e\u6027\u548c\u68c0\u7d22\u5185\u5bb9\u7684\u8bed\u4e49\u8d28\u91cf\u65b9\u9762\u5747\u5b58\u5728\u5c40\u9650\u6027\uff1aturn-level \u8bb0\u5fc6\u5355\u5143\u8fc7\u4e8e\u7ec6\u7c92\u5ea6\uff0c\u5bb9\u6613\u9020\u6210\u4e0a\u4e0b\u6587\u4e0d\u5b8c\u6574\uff1bsession-level \u8bb0\u5fc6\u5355\u5143\u8fc7\u4e8e\u7c97\u7c92\u5ea6\uff0c\u5176\u4e2d\u53ef\u80fd\u5305\u542b\u8fc7\u591a\u4e0e\u5f53\u524d\u5bf9\u8bdd\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\uff1bsummarization based \u8bb0\u5fc6\u5355\u5143\u5219\u5bb9\u6613\u5728\u6458\u8981\u751f\u6210\u8fc7\u7a0b\u4e2d\u53d1\u751f\u4fe1\u606f\u4e22\u5931\u3002<\/p>\n\n\n\n<p>(2) \u5927\u6a21\u578b\u63d0\u793a\u538b\u7f29\u65b9\u6cd5\uff08\u5982 LLMLingua-2\uff09\u80fd\u591f\u6709\u6548\u5730\u5145\u5f53\u4e00\u79cd\u53bb\u566a\u673a\u5236\uff0c\u63d0\u9ad8\u4e0d\u540c\u7c92\u5ea6\u4e0b\u7684\u8bb0\u5fc6\u68c0\u7d22\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u53d1\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 SeCom \u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u5bf9\u8bdd\u5206\u5272\u6a21\u578b\uff0c\u5c06\u7528\u6237\u4e0e\u667a\u80fd\u4f53\u95f4\u7684\u5386\u53f2\u5bf9\u8bdd\u5212\u5206\u4e3a\u82e5\u5e72\u4e2a\u4e3b\u9898\u8fde\u8d2f\u7684\u7247\u6bb5\uff0c\u4ee5\u5355\u4e2a\u7247\u6bb5\u4f5c\u4e3a\u8bb0\u5fc6\u5355\u5143\u6784\u5efa\u8bb0\u5fc6\u5e93\uff08segment-level\uff09\uff0c\u5e76\u5bf9\u8bb0\u5fc6\u5355\u5143\u5e94\u7528\u5927\u6a21\u578b\u63d0\u793a\u538b\u7f29\u65b9\u6cd5\u6765\u8fdb\u884c\u53bb\u566a\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u8bb0\u5fc6\u68c0\u7d22\u7684\u51c6\u786e\u6027\u548c\u6700\u7ec8\u751f\u6210\u7684\u56de\u590d\u8d28\u91cf\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSeCom \u5728\u957f\u671f\u5bf9\u8bdd\u57fa\u51c6\u6d4b\u8bd5 LOCOMO \u548c Long-MT-Bench+ \u4e0a\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u7684\u57fa\u7ebf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"690\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7-1024x690.png\" alt=\"\u4e0d\u540c\u8bb0\u5fc6\u7c92\u5ea6\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u793a\u610f\u56fe\uff0c\u5305\u62ec\u56de\u5408\u7c92\u5ea6\u3001\u4f1a\u8bdd\u7c92\u5ea6\u3001\u603b\u7ed3\u7c92\u5ea6\u548c\u7247\u6bb5\u7c92\u5ea6\uff08SeCom\uff09\u3002\" class=\"wp-image-1136690\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7-1024x690.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7-300x202.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7-768x518.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7-240x162.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-7.png 1268w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u4e0d\u540c\u8bb0\u5fc6\u7c92\u5ea6\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u793a\u610f\u56fe\uff0c\u5305\u62ec\u56de\u5408\u7c92\u5ea6\u3001\u4f1a\u8bdd\u7c92\u5ea6\u3001\u603b\u7ed3\u7c92\u5ea6\u548c\u7247\u6bb5\u7c92\u5ea6\uff08SeCom\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-\u901a\u8fc7\u4f2a\u53cd\u9988\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\">05. \u901a\u8fc7\u4f2a\u53cd\u9988\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"599\" height=\"228\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-8.png\" alt=\"paper cover\" class=\"wp-image-1136691\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-8.png 599w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-8-300x114.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-8-240x91.png 240w\" sizes=\"auto, (max-width: 599px) 100vw, 599px\" \/><\/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\/2411.16345\">https:\/\/arxiv.org\/abs\/2411.16345<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u63a8\u7406\u4efb\u52a1\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u3001\u4eba\u7c7b\u9a8c\u8bc1\u7684\u6807\u7b7e\uff0c\u4f7f\u5f97\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u589e\u5f3a\u9762\u4e34\u7740\u6781\u5927\u6311\u6218\u3002\u8fd9\u4e00\u9650\u5236\u963b\u788d\u4e86\u4f9d\u8d56\u8fd9\u4e9b\u6807\u7b7e\u751f\u6210\u504f\u597d\u5bf9\u7684\u504f\u597d\u4f18\u5316\u6280\u672f\uff08\u5982\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff0cDPO\uff09\u7684\u6709\u6548\u6027\u3002\u672c\u7bc7\u8bba\u6587\u5e0c\u671b\u901a\u8fc7\u5f00\u53d1\u53ef\u4ee5\u751f\u6210\u53ef\u9760\u4f2a\u53cd\u9988\u7684\u65b9\u6cd5\u6765\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u4ece\u800c\u51cf\u5c11\u5bf9\u5927\u91cf\u4eba\u5de5\u6807\u6ce8\u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u65b9\u6cd5\uff0c\u901a\u8fc7\u5c06\u63a8\u7406\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u7684\u6807\u6ce8\u89c6\u4e3a\u9488\u5bf9\u76f8\u5173\u6d4b\u8bd5\u7528\u4f8b\u7684\u8bc4\u4f30\uff0c\u4e3a\u63a8\u7406\u4efb\u52a1\u751f\u6210\u4f2a\u53cd\u9988\u3002\u7814\u7a76\u5458\u4eec\u63a2\u7d22\u4e86\u4e24\u79cd\u5f62\u5f0f\u7684\u4f2a\u53cd\u9988\uff1a\u4e00\u79cd\u7531\u524d\u6cbf LLMs \u751f\u6210\uff0c\u53e6\u4e00\u79cd\u662f\u5c06\u81ea\u4e00\u81f4\u6027\u6269\u5c55\u5230\u591a\u6d4b\u8bd5\u7528\u4f8b\u573a\u666f\u6765\u751f\u6210\u3002\u5176\u751f\u6210\u65b9\u6cd5\u662f\u5728\u6570\u5b66\u63a8\u7406\u548c\u7f16\u7801\u4efb\u52a1\u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u7136\u540e\u518d\u4f7f\u7528\u8fd9\u4e9b\u4f2a\u53cd\u9988\u5f62\u5f0f\u8fdb\u884c\u504f\u597d\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"480\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9-1024x480.png\" alt=\"diagram\" class=\"wp-image-1136692\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9-1024x480.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9-300x141.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9-768x360.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9-240x113.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-9.png 1220w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u57fa\u4e8e\u4f2a\u53cd\u9988\u63a8\u7406\u7684\u504f\u597d\u4f18\u5316\u65b9\u6cd5\u7684\u8bad\u7ec3\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u7814\u7a76\u7684\u4e3b\u8981\u53d1\u73b0\u8868\u660e\uff0c\u63a8\u7406\u4efb\u52a1\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6539\u8fdb\u3002\u4ee5 Mathstral-7B \u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u89c2\u5bdf\u5230 MATH \u7ed3\u679c\u4ece58.3\u63d0\u9ad8\u523068.6\uff0c\u8d85\u8fc7\u4e86 NuminaMath-72B \u548c GPT-4-Turbo-1106-preview \u7b49\u6a21\u578b\u7684\u6027\u80fd\u3002\u5728\u5176\u4ed6\u57fa\u51c6\u6d4b\u8bd5\u5982 GSM8K \u548c College Math \u4e2d\uff0c\u5206\u6570\u5206\u522b\u4ece85.6\u63d0\u9ad8\u523090.3\u4ee5\u53ca\u4ece34.3\u63d0\u9ad8\u523042.3\u3002\u6b64\u5916\uff0c\u57fa\u4e8e Deepseek-coder-7B-v1.5\uff0c\u7814\u7a76\u5728 LiveCodeBench \u4e0a\u53d6\u5f97\u4e8624.6\u7684\u5206\u6570\uff0c\u9ad8\u4e8e21.1\uff0c\u8d85\u8fc7\u4e86 Claude-3-Haiku\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u5c55\u73b0\u4e86\u4f2a\u53cd\u9988\u5728\u589e\u5f3a LLMs \u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u6f5c\u529b\u3002\u8be5\u65b9\u6cd5\u7684\u63d0\u51fa\u4e5f\u4e3a\u5e94\u5bf9\u4eba\u5de5\u6807\u6ce8\u7684\u9ad8\u6210\u672c\u95ee\u9898\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u884c\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"06-scbench-\u4ee5kv\u7f13\u5b58\u4e3a\u4e2d\u5fc3\u7684\u957f\u6587\u672c\u65b9\u6cd5\u5206\u6790\">06. SCBench\uff1a\u4ee5KV\u7f13\u5b58\u4e3a\u4e2d\u5fc3\u7684\u957f\u6587\u672c\u65b9\u6cd5\u5206\u6790<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"291\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10-1024x291.png\" alt=\"paper cover\" class=\"wp-image-1136693\" style=\"width:648px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10-1024x291.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10-300x85.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10-768x218.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10-240x68.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-10.png 1268w\" 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\/2412.10319\">https:\/\/arxiv.org\/abs\/2412.10319<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\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:\/\/aka.ms\/SCBench\">https:\/\/aka.ms\/SCBench<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u6570\u636e\u96c6\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:\/\/huggingface.co\/datasets\/microsoft\/SCBench\">https:\/\/huggingface.co\/datasets\/microsoft\/SCBench<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u5df2\u6210\u5927\u6a21\u578b\u6807\u914d\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u4ee3\u7801\u7406\u89e3\u3001\u957f\u6587\u6863\u95ee\u7b54\u3001\u591a\u8f6e\u5bf9\u8bdd\u548c\u957f\u63a8\u7406\u7b49\u4efb\u52a1\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u968f\u7740\u4e0a\u4e0b\u6587\u6269\u5c55\uff0c\u8ba1\u7b97\u548c\u5185\u5b58\u538b\u529b\u5267\u589e\uff0c\u6d77\u91cf KV \u7f13\u5b58\u7684\u751f\u6210\u4e0e\u5b58\u50a8\u5bf9\u6548\u7387\u63d0\u51fa\u4e86\u4e25\u5cfb\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u7684\u7814\u7a76\u4e3b\u8981\u56f4\u7ed5 KV \u7f13\u5b58\u7684\u9ad8\u6548\u751f\u6210\u3001\u7ba1\u7406\u4e0e\u5229\u7528\uff0c\u63d0\u51fa\u4e86\u7a00\u758f\u6ce8\u610f\u529b\u3001\u7f13\u5b58\u4e22\u5f03\u3001\u91cf\u5316\u3001\u68c0\u7d22\u3001\u52a0\u8f7d\u53ca\u63d0\u793a\u538b\u7f29\u7b49\u4f18\u5316\u6280\u672f\uff0c\u4ee5\u964d\u4f4e\u63a8\u7406\u5f00\u9500\u3002\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\uff0cKV \u7f13\u5b58\u590d\u7528\u662f\u51cf\u5c11\u9996\u5b57\u5ef6\u8fdf\uff08TTFT\uff09\u7684\u5173\u952e\uff0c\u4f46\u73b0\u6709\u57fa\u51c6\u591a\u805a\u7126\u5355\u6b21\u8bf7\u6c42\uff0c\u5ffd\u89c6\u591a\u8f6e\u4ea4\u4e92\u4e2d\u7684\u7f13\u5b58\u590d\u7528\uff0c\u96be\u4ee5\u53cd\u6620\u771f\u5b9e\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"573\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-1024x573.png\" alt=\"SCBench \u793a\u610f\u56fe\" class=\"wp-image-1136694\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-1024x573.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-300x168.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-768x430.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11-240x134.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-11.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aSCBench \u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 SCBench \u8bc4\u6d4b\u57fa\u51c6\uff0c\u4ece KV \u7f13\u5b58\u751f\u6210\u3001\u538b\u7f29\u3001\u68c0\u7d22\u3001\u52a0\u8f7d\u56db\u4e2a\u9636\u6bb5\u6784\u5efa\u5b8c\u6574\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5176\u4e2d\u6db5\u76d6\u4e8612\u9879\u4efb\u52a1\uff08\u5982\u5b57\u7b26\u4e32\u68c0\u7d22\u3001\u8bed\u4e49\u68c0\u7d22\u3001\u5168\u5c40\u4fe1\u606f\u5904\u7406\u548c\u591a\u4efb\u52a1\u5904\u7406\uff09\uff0c\u5e76\u6a21\u62df\u4e86\u591a\u8f6e\u5bf9\u8bdd\u548c\u591a\u8bf7\u6c42\u5171\u4eab\u7684\u4e0a\u4e0b\u6587\u573a\u666f\u3002&nbsp;<\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0cSCBench \u5bf9\u5305\u62ec\u95e8\u63a7\u7ebf\u6027RNN\u3001\u6df7\u5408\u6a21\u578b\u4ee5\u53ca\u591a\u79cd\u9ad8\u6548\u4f18\u5316\u6280\u672f\uff08\u5982\u7a00\u758f\u6ce8\u610f\u529b\u3001KV \u7f13\u5b58\u4e22\u5f03\u3001\u91cf\u5316\u3001\u68c0\u7d22\u3001\u52a0\u8f7d\u548c\u63d0\u793a\u538b\u7f29\uff09\u5728\u5185\u7684\u516b\u7c7b\u957f\u4e0a\u4e0b\u6587\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u4e86\u8be6\u7ec6\u8bc4\u6d4b\u3002\u8bc4\u6d4b\u8986\u76d6\u4e86\u516d\u79cd\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u957f\u4e0a\u4e0b\u6587\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5982 Llama-3.1-8B\/70B\u3001Qwen2.5-72B\/32B\u3001Llama-3-8B-262K \u548c GLM-4-9B\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u91c7\u7528 sub-O(n) \u5185\u5b58\u65b9\u6cd5\u7684\u65b9\u6848\u5728\u591a\u8f6e\u4ea4\u4e92\u573a\u666f\u4e2d\u8868\u73b0\u8f83\u5dee\uff0c\u800c\u57fa\u4e8e\u7a00\u758f\u7f16\u7801\u3001\u91c7\u7528 O(n) \u5185\u5b58\u548c sub-O(n\u00b2) \u9884\u586b\u5145\u8ba1\u7b97\u7684\u65b9\u6848\u5219\u5177\u6709\u66f4\u9ad8\u7684\u9c81\u68d2\u6027\u3002\u6b64\u5916\uff0c\u52a8\u6001\u7a00\u758f\u7b56\u7565\u76f8\u6bd4\u4e8e\u9759\u6001\u7a00\u758f\u6a21\u5f0f\uff0c\u80fd\u751f\u6210\u66f4\u5177\u8868\u8fbe\u529b\u7684 KV \u7f13\u5b58\uff0c\u5728\u6df7\u5408\u67b6\u6784\u4e2d\uff0c\u5f15\u5165\u5c42\u7ea7\u7a00\u758f\u6027\u4e0d\u4ec5\u6709\u6548\u964d\u4f4e\u4e86\u5185\u5b58\u6d88\u8017\uff0c\u540c\u65f6\u4e5f\u4fdd\u6301\u4e86\u51fa\u8272\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u957f\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u89c2\u5bdf\u5230\u6ce8\u610f\u529b\u5206\u5e03\u7684\u504f\u79fb\u95ee\u9898\uff0c\u8fd9\u53ef\u80fd\u8fdb\u4e00\u6b65\u5f71\u54cd\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"07-\u5229\u7528\u5408\u6210\u504f\u597d\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u52a9\u5bf9\u9f50\">07. \u5229\u7528\u5408\u6210\u504f\u597d\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u52a9\u5bf9\u9f50<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"548\" height=\"130\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-12.png\" alt=\"paper cover\" class=\"wp-image-1136695\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-12.png 548w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-12-300x71.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-12-240x57.png 240w\" sizes=\"auto, (max-width: 548px) 100vw, 548px\" \/><\/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\/2410.06961\">https:\/\/arxiv.org\/abs\/2410.06961<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u4e8e\u4eba\u7c7b\u504f\u597d\u5bf9\u4e8e\u751f\u6210\u8bda\u5b9e\u3001\u65e0\u5bb3\u4e14\u6709\u5e2e\u52a9\u7684\u56de\u5e94\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5927\u91cf\u4eba\u5de5\u6807\u6ce8\u7684\u504f\u597d\u6570\u636e\uff0c\u8fd9\u65e2\u8017\u8d39\u8d44\u6e90\uff0c\u53c8\u96be\u4ee5\u6269\u5c55\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a SynPO \u7684\u5168\u65b0\u81ea\u52a9\u589e\u5f3a\u8303\u5f0f\uff0c\u65e8\u5728\u901a\u8fc7\u5408\u6210\u504f\u597d\u6570\u636e\u63d0\u5347\u6a21\u578b\u5bf9\u9f50\u6548\u679c\u3002<\/p>\n\n\n\n<p>SynPO \u91c7\u7528\u4e86\u4e00\u4e2a\u8fed\u4ee3\u6d41\u7a0b\uff0c\u7531\u4e24\u4e2a\u6838\u5fc3\u6a21\u5757\u7ec4\u6210\u2014\u2014\u81ea\u751f\u6210\u63d0\u793a\u5668\u548c\u56de\u5e94\u6539\u8fdb\u5668\u3002\u81ea\u751f\u6210\u63d0\u793a\u5668\u7531 LLMs \u81ea\u4e3b\u751f\u6210\u591a\u6837\u5316\u7684\u63d0\u793a\u8bcd\uff0c\u4f7f\u7528\u4e09\u4e2a\u968f\u673a\u5173\u952e\u8bcd\u4f5c\u4e3a\u5f15\u5bfc\uff0c\u65e0\u9700\u5916\u90e8\u8303\u4f8b\u6216\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u53c2\u4e0e\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u751f\u6210\u7684\u63d0\u793a\uff0cLLMs \u4f1a\u9996\u5148\u7ed9\u51fa\u521d\u59cb\u56de\u7b54\uff0c\u968f\u540e\u56de\u5e94\u6539\u8fdb\u5668\u5bf9\u5176\u8fdb\u884c\u4f18\u5316\uff0c\u751f\u6210\u66f4\u4f18\u7684\u7248\u672c\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u4e86\u6a21\u578b\u81ea\u8eab\u8bc6\u522b\u6587\u672c\u5206\u5e03\u5dee\u5f02\u7684\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u201c\u6539\u8fdb\u5df2\u6709\u5185\u5bb9\u201d\u8fd9\u4e00\u8f83\u7b80\u5355\u7684\u4efb\u52a1\u6765\u66ff\u4ee3\u201c\u4ece\u96f6\u751f\u6210\u9ad8\u8d28\u91cf\u56de\u7b54\u201d\u7684\u96be\u70b9\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5408\u6210\u504f\u597d\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u6a21\u578b\u80fd\u591f\u5728\u591a\u4e2a\u56de\u5408\u4e2d\u6301\u7eed\u63d0\u5347\u56de\u7b54\u8d28\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"342\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13-1024x342.png\" alt=\"graphical user interface, diagram, text, application\" class=\"wp-image-1136696\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13-1024x342.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13-300x100.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13-768x256.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13-240x80.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-13.png 1273w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aSynPO \u8fed\u4ee3\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u5728 Llama3-8B \u548c Mistral-7B \u4e24\u4e2a\u6a21\u578b\u4e0a\u8fed\u4ee3\u5e94\u7528 SynPO \u56db\u8f6e\u540e\uff0c\u6a21\u578b\u5728 AlpacaEval 2.0 \u548c ArenaHard \u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u80dc\u7387\u63d0\u5347\u8d85\u8fc722.1%\u3002\u6b64\u5916\uff0c\u5728 Open LLMs \u6392\u884c\u699c\u4e2d\u7684\u5e73\u5747\u5206\u6570\u63d0\u5347\u8fbe3.2\u81f35.0\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u5404\u7c7b\u4efb\u52a1\u4e2d\u7684\u6574\u4f53\u8868\u73b0\u90fd\u663e\u8457\u589e\u5f3a\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cSynPO \u80fd\u591f\u5728\u65e0\u9700\u5927\u91cf\u4eba\u5de5\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u4e3b\u3001\u9ad8\u6548\u5730\u63d0\u5347 LLMs \u7684\u8868\u73b0\uff0c\u4e3a\u6a21\u578b\u7684\u6301\u7eed\u4f18\u5316\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"08-\u901a\u8fc7\u4e8c\u8fdb\u5236\u8bcd\u888b\u7d22\u5f15\u5b9e\u73b0\u534a\u53c2\u6570\u5316\u68c0\u7d22\">08. \u901a\u8fc7\u4e8c\u8fdb\u5236\u8bcd\u888b\u7d22\u5f15\u5b9e\u73b0\u534a\u53c2\u6570\u5316\u68c0\u7d22<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"565\" height=\"165\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-14.png\" alt=\"paper cover\" class=\"wp-image-1136697\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-14.png 565w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-14-300x88.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-14-240x70.png 240w\" sizes=\"auto, (max-width: 565px) 100vw, 565px\" \/><\/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\/2405.01924\">https:\/\/arxiv.org\/abs\/2405.01924<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5982\u4eca\uff0c\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u5df2\u7ecf\u53d1\u751f\u4e86\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316\uff0c\u4ece\u72ec\u7acb\u7cfb\u7edf\u8f6c\u53d8\u4e3a\u5404\u79cd\u5148\u8fdb\u5e94\u7528\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u8fd9\u4e00\u6539\u53d8\u5e26\u6765\u4e86\u4e0e\u7d22\u5f15\u6548\u7387\u3001\u6210\u672c\u6548\u76ca\u548c\u6570\u636e\u65b0\u9c9c\u5ea6\u76f8\u5173\u7684\u4e00\u7cfb\u5217\u6311\u6218\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u95ee\u9898\u65e5\u76ca\u91cd\u8981\uff0c\u4f46\u5f80\u5f80\u88ab\u5ffd\u89c6\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u53cc\u7f16\u7801\u5668\u68c0\u7d22\u6846\u67b6 SiDR\uff08\u534a\u53c2\u6570\u89e3\u8026\u68c0\u7d22\uff09\uff0c\u65e8\u5728\u5c06\u68c0\u7d22\u7d22\u5f15\u4e0e\u795e\u7ecf\u53c2\u6570\u89e3\u8026\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u4ee5\u53ca\u4e0e\u53c2\u6570\u65e0\u5173\u7684\u7d22\u5f15\uff0c\u6765\u9002\u7528\u4e8e\u65b0\u5174\u7684\u4f7f\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<p>SiDR \u7684\u7814\u53d1\u4e3b\u8981\u652f\u6301\u57fa\u4e8e\u5d4c\u5165\u548c\u57fa\u4e8e\u6807\u8bb0\u7684\u7d22\u5f15\u3002\u57fa\u4e8e\u5d4c\u5165\u7684\u7d22\u5f15\u662f\u5229\u7528\u795e\u7ecf\u68c0\u7d22\u7684\u65b9\u6cd5\uff0c\u800c\u57fa\u4e8e\u6807\u8bb0\u7684\u7d22\u5f15\u5219\u91c7\u7528\u7c7b\u4f3c\u4e8e\u4f20\u7edf\u672f\u8bed\u68c0\u7d22\u65b9\u6cd5\uff08\u5982 BM25\uff09\u7684\u975e\u53c2\u6570\u65b9\u6cd5\u3002\u8fd9\u79cd\u53cc\u91cd\u65b9\u6cd5\u4f7f SiDR \u80fd\u591f\u5b9e\u73b0 BM25 \u7d22\u5f15\u7684\u590d\u6742\u6027\uff0c\u540c\u65f6\u63d0\u9ad8\u5176\u6709\u6548\u6027\u3002\u8be5\u7814\u7a76\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u540e\u671f\u53c2\u6570\u673a\u5236\uff0c\u5176\u51c6\u5907\u65f6\u95f4\u4e0e BM25 \u7d22\u5f15\u76f8\u5339\u914d\uff0c\u540c\u65f6\u5728\u6709\u6548\u6027\u65b9\u9762\u4f18\u4e8e\u5176\u4ed6\u795e\u7ecf\u68c0\u7d22\u57fa\u51c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"354\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15-1024x354.png\" alt=\"diagram\" class=\"wp-image-1136698\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15-1024x354.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15-300x104.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15-768x265.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15-240x83.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/new-arrival-in-research-23-15.png 1300w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\uff08\u5de6\uff09\u4e0d\u540c\u68c0\u7d22\u5668\u7684\u8bad\u7ec3\u6846\u67b6\uff1b\uff08\u53f3\uff09SiDR \u7684\u4e0d\u540c\u63a8\u7406\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u572816\u4e2a\u68c0\u7d22\u57fa\u51c6\u4e0a\u7684\u5168\u9762\u8bc4\u4f30\u663e\u793a\uff0cSiDR \u5728\u76f8\u540c\u7684\u7d22\u5f15\u5de5\u4f5c\u8d1f\u8f7d\u4e0b\u4f18\u4e8e\u795e\u7ecf\u548c\u672f\u8bed\u68c0\u7d22\u57fa\u51c6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f7f\u7528\u57fa\u4e8e\u5d4c\u5165\u7684\u7d22\u5f15\u65f6\uff0cSiDR 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\u7d22\u5f15\u51c6\u5907\u65f6\u95f4\u4e0a\u5339\u914d\uff0c\u540c\u65f6\u5728\u6709\u6548\u6027\u65b9\u9762\u4f18\u4e8e\u5176\u4ed6\u795e\u7ecf\u68c0\u7d22\u57fa\u51c6\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\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002 4\u670824\u65e5\u81f34\u670828\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u6df1\u5ea6\u5b66\u4e60\u76db\u4f1a\u4e4b\u4e00 ICLR 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