{"id":39204,"date":"2025-03-05T01:01:39","date_gmt":"2025-03-04T17:01:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=39204"},"modified":"2025-03-05T01:01:39","modified_gmt":"2025-03-04T17:01:39","slug":"%e5%8c%97%e4%ba%ac%e5%a4%a7%e5%ad%a6%e5%bd%ad%e5%ae%87%e6%96%b0%e6%95%99%e6%8e%88%e5%9b%a2%e9%98%9f%e5%bc%80%e6%ba%90%e6%9c%80%e6%96%b0%e5%a4%9a%e8%bd%ae%e4%ba%a4%e4%ba%92%e5%bc%8f%e5%95%86%e5%93%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39204","title":{"rendered":"\u5317\u4eac\u5927\u5b66\u5f6d\u5b87\u65b0\u6559\u6388\u56e2\u961f\u5f00\u6e90\u6700\u65b0\u591a\u8f6e\u4ea4\u4e92\u5f0f\u5546\u54c1\u68c0\u7d22\u6a21\u578b\u3001\u6570\u636e\u96c6\u53ca\u8bc4\u6d4b\u57fa\u51c6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-04-9\" target=\"_blank\">\u5317\u4eac\u5927\u5b66\u5f6d\u5b87\u65b0\u6559\u6388\u56e2\u961f\u5f00\u6e90\u6700\u65b0\u591a\u8f6e\u4ea4\u4e92\u5f0f\u5546\u54c1\u68c0\u7d22\u6a21\u578b\u3001\u6570\u636e\u96c6\u53ca\u8bc4\u6d4b\u57fa\u51c6<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d9ddb1138c8f880b3ef2627a62e40109.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d9ddb1138c8f880b3ef2627a62e40109.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u662f\u5317\u4eac\u5927\u5b66\u5f6d\u5b87\u65b0\u6559\u6388\u56e2\u961f\u5728\u591a\u8f6e\u4ea4\u4e92\u5f0f\u5546\u54c1\u68c0\u7d22\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\uff0c\u5df2\u88ab ICLR 2025 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FashionIQ\u768414\u500d\u548c30\u500d\uff0c\u4e14\u4ea4\u4e92\u8f6e\u6b21\u6570\u91cf\u63a5\u8fd1\u517627\u500d\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u591a\u6a21\u6001\u68c0\u7d22\u573a\u666f\u3002<\/p>\n<p>\u672c\u6587\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86<strong>\u591a\u8f6e\u805a\u5408-\u8fed\u4ee3\u6a21\u578bMAI<\/strong>\uff0c\u91cd\u70b9\u5e94\u5bf9MTCIR\u4e2d\u7684\u4e24\u5927\u6311\u6218\uff1a<strong>\uff081\uff09\u591a\u6a21\u6001\u8bed\u4e49\u805a\u5408\uff0c\uff082\uff09\u591a\u8f6e\u4fe1\u606f\u4f18\u5316\u3002<\/strong>\u5177\u4f53\u800c\u8a00\uff0cMAI\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u4e24\u9636\u6bb5\u8bed\u4e49\u805a\u5408\uff08TSA\uff09\u8303\u5f0f\uff0c\u5e76\u7ed3\u5408\u5faa\u73af\u7ec4\u5408\u635f\u5931\uff08CCL\uff09\u8ba1\u7b97\u3002TSA\u901a\u8fc7\u5f15\u5165\u63cf\u8ff0\u6587\u672c\u4f5c\u4e3a\u8fc7\u6e21\uff0c\u9010\u6b65\u5c06\u56fe\u50cf\u4e0e\u5176\u63cf\u8ff0\u6587\u672c\u805a\u5408\uff0c\u518d\u4e0e\u4fee\u6539\u6587\u672c\u805a\u5408\u3002CCL\u7684\u5faa\u73af\u7ed3\u6784\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u8bed\u4e49\u4e00\u81f4\u6027\u548c\u6a21\u6001\u5bf9\u9f50\u3002\u6b64\u5916\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65e0\u53c2\u6570\u7684\u591a\u8f6e\u8fed\u4ee3\u4f18\u5316\uff08MIO\uff09\u673a\u5236\uff0c\u52a8\u6001\u9009\u62e9\u5177\u6709\u9ad8\u8bed\u4e49\u591a\u6837\u6027\u7684\u4ee3\u8868\u6027\u6807\u8bb0\uff0c\u6709\u6548\u538b\u7f29\u4e86\u5386\u53f2\u6570\u636e\u8868\u5f81\u7684\u5b58\u50a8\u7a7a\u95f4\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u672c\u65b9\u6cd5\u5728\u6240\u63d0\u51fa\u7684\u65b0\u57fa\u51c6FashionMT\u7684\u53ec\u56de\u6307\u6807\u4e0a\u5e73\u5747\u63d0\u5347\u4e868%\uff0c\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-be8cd58dc04b75d1f69c0030b722cdfe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-be8cd58dc04b75d1f69c0030b722cdfe.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMAI: A Multi-turn Aggregation-Iteration Model for Composed Image Retrieval<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=gXyWbl71n1<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/PKU-ICST-MIPL\/MAI_ICLR2025<\/section>\n<\/li>\n<li>\n<section>\u5b9e\u9a8c\u5ba4\u7f51\u5740\uff1ahttps:\/\/www.wict.pku.edu.cn\/mipl<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f\u4e0e\u52a8\u673a<\/strong><\/p>\n<p>\u591a\u8f6e\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\uff08MTCIR\uff09\u4f5c\u4e3a\u7535\u5546\u573a\u666f\u7684\u5173\u952e\u6280\u672f\uff0c\u65e8\u5728\u901a\u8fc7\u6301\u7eed\u5bf9\u8bdd\u7406\u89e3\u7528\u6237\u52a8\u6001\u8c03\u6574\u7684\u9700\u6c42\u3002\u73b0\u6709\u65b9\u6cd5\u91c7\u7528&#8221;\u591a\u8f6e\u4e32\u8054\u5355\u8f6e&#8221;\u8303\u5f0f\u65f6\uff0c\u6a21\u578b\u9677\u5165\u4ec5\u4f9d\u8d56\u5f53\u524d\u8f6e\u6b21\u56fe\u50cf\u7684\u8def\u5f84\u4f9d\u8d56\uff0c\u5bfc\u81f4\u5386\u53f2\u8bed\u4e49\u94fe\u8def\u65ad\u88c2\u2014\u2014\u5f53\u7528\u6237\u4fee\u6539\u9700\u6c42\u6d89\u53ca\u5386\u53f2\u5c5e\u6027\u65f6\uff08\u5982&#8221;\u4fdd\u7559\u524d\u4e24\u8f6e\u7684\u8896\u53e3\u8bbe\u8ba1&#8221;\uff09\uff0c\u68c0\u7d22\u7cfb\u7edf\u56e0\u65e0\u6cd5\u56de\u6eaf\u4e0a\u4e0b\u6587\u800c\u5931\u6548\u3002\u8fd9\u4e00\u73b0\u8c61\u66b4\u9732\u4e24\u5927\u5173\u952e\u4e0d\u8db3\uff1a\u9996\u5148\uff0c\u73b0\u6709\u6570\u636e\u96c6\u6784\u5efa\u65b9\u5f0f\u5272\u88c2\u4e86\u8de8\u8f6e\u6b21\u7684\u8bed\u4e49\u5173\u8054\uff0c\u4f7f\u6a21\u578b\u9677\u5165\u5c40\u90e8\u6700\u4f18\u9677\u9631\uff1b\u5176\u6b21\uff0c\u4f20\u7edf\u5355\u8f6e\u4f18\u5316\u8303\u5f0f\u96be\u4ee5\u9002\u5e94\u591a\u8f6e\u573a\u666f\u7684\u8bed\u4e49\u7d2f\u79ef\u7279\u6027\uff0c\u5728\u957f\u7a0b\u4fe1\u606f\u4f20\u9012\u4e0e\u52a8\u6001\u8bb0\u5fc6\u538b\u7f29\u65b9\u9762\u5b58\u5728\u8bbe\u8ba1\u5c40\u9650\u3002<\/p>\n<p>\u9488\u5bf9\u4e0a\u8ff0\u4e0d\u8db3\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848\uff1a<strong>(1) \u8de8\u8f6e\u6b21\u8bed\u4e49\u5efa\u6a21\u6846\u67b6\uff1a<\/strong>\u901a\u8fc7\u663e\u5f0f\u6807\u6ce8\u591a\u8f6e\u4fee\u6539\u9700\u6c42\u4e0e\u5386\u53f2\u56fe\u50cf\u7684\u8bed\u4e49\u5173\u8054\uff0c\u6784\u5efa\u9996\u4e2a\u5177\u5907\u5386\u53f2\u56de\u6eaf\u7279\u6027\u7684\u6570\u636e\u96c6\u548c\u8bc4\u6d4b\u57fa\u51c6FashionMT\uff1b<strong>(2) \u4e24\u9636\u6bb5\u8de8\u6a21\u6001\u8bed\u4e49\u805a\u5408\uff1a<\/strong>\u8bbe\u8ba1\u57fa\u4e8eTSA\u6a21\u5757\u4e0eCCL\u635f\u5931\u7684\u6e10\u8fdb\u5f0f\u5bf9\u9f50\u67b6\u6784\uff0c\u901a\u8fc7\u56fe\u50cf-\u6587\u672c-\u6307\u4ee4\u7684\u5c42\u7ea7\u4ea4\u4e92\u89e3\u51b3\u6a21\u6001\u9e3f\u6c9f\u95ee\u9898\uff1b<strong>(3) \u52a8\u6001\u8bb0\u5fc6\u538b\u7f29\u673a\u5236\uff1a<\/strong>\u8bbe\u8ba1MIO\u6a21\u5757\uff0c\u5229\u7528\u57fa\u4e8e\u805a\u7c7b\u7b97\u6cd5\u7684token\u9009\u62e9\u7b56\u7565\u5b9e\u73b0\u957f\u7a0b\u4f9d\u8d56\u5efa\u6a21\u4e2d\u7684\u4fe1\u606f\u4f18\u5316\uff0c\u5728\u4fdd\u6301\u68c0\u7d22\u7cbe\u5ea6\u7684\u540c\u65f6\u51cf\u5c11\u5386\u53f2\u4fe1\u606f\u5197\u4f59\u5b58\u50a8\u3002\u672c\u6587\u65b9\u6cd5\u5b9e\u73b0\u4e86\u591a\u8f6e\u68c0\u7d22\u4e2d\u8bed\u4e49\u8fde\u7eed\u6027\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u534f\u540c\u4f18\u5316\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9ddb6a2f479e1c86c1a9dab0da00c75e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9ddb6a2f479e1c86c1a9dab0da00c75e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe1. \u591a\u8f6e\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u6837\u4f8b\u5c55\u793a<\/sup><\/em><\/p>\n<p><strong>\u6570\u636e\u96c6\u548c\u8bc4\u6d4b\u57fa\u51c6<\/strong><\/p>\n<p>\u672c\u6587\u7684\u6570\u636e\u4e3b\u8981\u6765\u6e90\u4e8e\u4e24\u4e2a\u6e20\u9053\uff1a1. \u4ece\u73b0\u6709\u7684\u5355\u8f6e\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u6570\u636e\u96c6\u6536\u96c6\u56fe\u50cf\u53ca\u76f8\u5173\u6587\u672c\uff1b2. \u4ece\u591a\u4e2a\u7535\u5546\u5e73\u53f0\u722c\u53d6\u56fe\u50cf\u53ca\u76f8\u5173\u6587\u672c\u3002\u5728\u6570\u636e\u9884\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0c\u672c\u6587\u5bf9\u722c\u53d6\u7684\u56fe\u50cf\u8fdb\u884c\u4e86\u6e05\u6d17\uff0c\u53bb\u9664\u635f\u574f\u3001\u6a21\u7cca\u4ee5\u53ca\u975e\u5546\u54c1\u7c7b\u56fe\u50cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4cf00b947f29207feb9c998292e7e7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4cf00b947f29207feb9c998292e7e7c.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe2. \u6570\u636e\u96c6\u548c\u8bc4\u6d4b\u57fa\u51c6FashionMT\u6570\u636e\u5206\u5e03\u56fe<\/sup><\/em><\/p>\n<p>\u53d7\u73b0\u6709\u4fee\u6539\u6587\u672c\u624b\u5de5\u6807\u6ce8\u8fc7\u7a0b\u7684\u542f\u53d1\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u6570\u636e\u96c6\u6784\u5efa\u6846\u67b6-\u4fee\u6539\u751f\u6210\u6846\u67b6\uff08MGF\uff09\uff0c\u65e8\u5728\u901a\u8fc7\u6355\u6349\u53c2\u8003\u56fe\u50cf\u548c\u76ee\u6807\u56fe\u50cf\u5bf9\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u81ea\u52a8\u6784\u5efa\u6570\u636e\u96c6\u3002\u8be5\u6846\u67b6\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<p>1. \u56fe\u50cf\u9009\u62e9\uff1a\u4ece\u67d0\u4e00\u4ea7\u54c1\u5b50\u7c7b\u4e2d\u9009\u62e9N+1\u5f20\u56fe\u50cf\u7528\u4e8eN\u8f6e\u4ea4\u6613\uff1b2. \u6807\u9898\u751f\u6210\uff1a\u5229\u7528\u56fe\u50cf\u63cf\u8ff0\u6a21\u578b\u4e3a\u8fd9\u4e9b\u56fe\u50cf\u751f\u6210\u6807\u9898\uff1b3. \u57fa\u7840\u4fee\u6539\u751f\u6210\uff1a\u91c7\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63cf\u8ff0\u76f8\u90bb\u8f6e\u6b21\u56fe\u50cf\u6807\u9898\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b4. \u56de\u6eaf\u6027\u4fee\u6539\u751f\u6210\uff1a\u786e\u5b9a\u9700\u8981\u56de\u6eaf\u5206\u6790\u7684\u7279\u5b9a\u8f6e\u6b21\uff0c\u5e76\u6839\u636e\u6700\u65b0\u56fe\u50cf\u4e0e\u5386\u53f2\u56fe\u50cf\u4e4b\u95f4\u7684\u5c5e\u6027\u4ea4\u96c6\u751f\u6210\u76f8\u5e94\u7684\u4fee\u6539\u6587\u672c\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u9002\u5e94\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u56de\u6eaf\u6027\u9700\u6c42\uff0c\u672c\u6587\u8bbe\u5b9a\u4e86\u4e24\u79cd\u56de\u6eaf\u6027\u4fee\u6539\u6587\u672c\u751f\u6210\u60c5\u5883\uff1a\u56de\u6eda\u548c\u7ec4\u5408\u3002\u5728\u56de\u6eda\u8bbe\u7f6e\u4e2d\uff0c\u901a\u8fc7\u56de\u6eda\u7684\u65b9\u5f0f\u5728\u6307\u5b9a\u7684\u53c2\u8003\u56fe\u50cf\u4e0e\u76ee\u6807\u56fe\u50cf\u4e4b\u95f4\u751f\u6210\u4fee\u6539\u6587\u672c\u3002\u8be5\u60c5\u5883\u4e0b\u7684\u793a\u4f8b\u4e3a\uff1a\u201cCompared to the most recent turn, I still prefer the item from the second turn. Building on that, I like&#8230;\u201d\u3002\u5728\u7ec4\u5408\u8bbe\u7f6e\u4e2d\uff0c\u7528\u6237\u7ed3\u5408\u591a\u4e2a\u5386\u53f2\u8f6e\u6b21\u4e2d\u7684\u56fe\u50cf\u5c5e\u6027\u6765\u6784\u5efa\u4fee\u6539\u8bf7\u6c42\u3002\u8be5\u60c5\u5883\u4e0b\u7684\u793a\u4f8b\u4e3a\uff1a\u201cI like &#8230; from the first turn, and &#8230; from the second turn\u201d \u3002\u5728\u6b64\u8bbe\u7f6e\u4e2d\uff0c\u4fee\u6539\u6587\u672c\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u7b2c\u4e00\u90e8\u5206\u662f\u63cf\u8ff0\u9700\u8981\u4fdd\u7559\u7684\u516c\u5171\u5c5e\u6027\uff0c\u5e76\u4ee5\u63d0\u793a \u201cKeep the {Attr} in the {ID} turn\u201d \u5f00\u5934\uff0c\u5176\u4e2d {Attr}\u8868\u793a\u5982\u989c\u8272\u3001logo\u3001\u56fe\u6848\u7b49\u5c5e\u6027\uff0c{ID}\u8868\u793a\u4e0e\u76ee\u6807\u56fe\u50cf\u5171\u4eab\u5c5e\u6027\u7684\u8f6e\u6b21\uff1b\u7b2c\u4e8c\u90e8\u5206\u63cf\u8ff0\u9644\u52a0\u7684\u4fee\u6539\u9700\u6c42\u3002<\/p>\n<p>FashionMT\u5728\u89c4\u6a21\u548c\u4e30\u5bcc\u6027\u4e0a\u663e\u8457\u8d85\u8d8a\u73b0\u6709\u6570\u636e\u96c6\uff0c\u56fe\u50cf\u6570\u91cf\u662fMT FashionIQ\u768414\u500d\uff0c\u7c7b\u522b\u6570\u91cf\u662fMT Shoes\u7684\u8fd110\u500d\u3002\u901a\u8fc7\u5229\u7528\u4fee\u6539\u751f\u6210\u6846\u67b6\uff0cFashionMT\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u4ea4\u6613\u6784\u5efa\uff0c\u6570\u636e\u96c6\u89c4\u6a21\u4e3aMT FashionIQ\u768427\u500d\u3002\u6b64\u5916\uff0cFashionMT\u7684\u4fee\u6539\u6587\u672c\u66f4\u52a0\u8be6\u5c3d\uff0c\u5e73\u5747\u957f\u5ea6\u662fMT FashionIQ\u7684\u4e24\u500d\u3002\u4f5c\u4e3a\u4e13\u4e3aMTCIR\u4efb\u52a1\u8bbe\u8ba1\u7684\u6570\u636e\u96c6\uff0cFashionMT\u4e3a\u591a\u6a21\u6001\u56fe\u50cf\u68c0\u7d22\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u52a0\u5168\u9762\u548c\u771f\u5b9e\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n<p><strong>\u6280\u672f\u65b9\u6848<\/strong><\/p>\n<p>\u4e3a\u5e94\u5bf9MTCIR\u4e2d\u7684\u4e24\u5927\u6311\u6218\u2014\u2014<strong>\u591a\u6a21\u6001\u8bed\u4e49\u805a\u5408<\/strong>\u548c<strong>\u591a\u8f6e\u4fe1\u606f\u4f18\u5316<\/strong>\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u591a\u8f6e\u805a\u5408-\u8fed\u4ee3\u6a21\u578b\uff08MAI\uff09\u3002\u5982\u56fe3\u6240\u793a\uff0cMAI\u5305\u542b4\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a<\/p>\n<p>1.\u591a\u6a21\u6001\u8bed\u4e49\u805a\u5408\uff08BSA\uff09\uff1a\u901a\u8fc7\u805a\u5408\u56fe\u50cf\u63cf\u8ff0\u548c\u4fee\u6539\u6587\u672c\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u589e\u5f3a\u56fe\u50cf\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u8bed\u4e49\u5bf9\u9f50\u3002<\/p>\n<p>2.\u591a\u8f6e\u8fed\u4ee3\u4f18\u5316\uff08MIO\uff09\uff1a\u901a\u8fc7\u4f18\u5316\u591a\u8f6e\u4ea4\u4e92\u4e2d\u7684\u5173\u952e\u8bed\u4e49 tokens\uff0c\u51cf\u5c11\u5197\u4f59\u4fe1\u606f\uff0c\u63d0\u5347\u68c0\u7d22\u6027\u80fd\u3002<\/p>\n<p>3.\u4fee\u6539\u8bed\u4e49\u805a\u5408\uff08MSA\uff09\uff1a\u5c06\u4fee\u6539\u6587\u672c\u4e0e\u53c2\u8003\u56fe\u50cf\u7684\u8bed\u4e49\u4fe1\u606f\u8fdb\u884c\u878d\u5408\uff0c\u4ee5\u5f3a\u5316\u4fee\u6539\u5185\u5bb9\u5bf9\u56fe\u50cf\u7684\u8bed\u4e49\u5f71\u54cd\u3002<\/p>\n<p>4.\u5faa\u73af\u7ec4\u5408\u635f\u5931\uff08CCL\uff09\uff1a\u901a\u8fc7\u591a\u8f6e\u8bad\u7ec3\u4e2d\u7684\u5faa\u73af\u4f18\u5316\u673a\u5236\uff0c\u5f3a\u5316\u76ee\u6807\u56fe\u50cf\u4e0e\u4fee\u6539\u6587\u672c\u4e4b\u95f4\u7684\u5339\u914d\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e1c3b29a7c0c444a98767ea9e2275b54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e1c3b29a7c0c444a98767ea9e2275b54.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe3. \u591a\u8f6e\u805a\u5408-\u8fed\u4ee3\u6a21\u578b\u65b9\u6cd5\u6846\u67b6\u56fe<\/sup><\/em><\/p>\n<p><strong>\u6a21\u57571\uff1a\u591a\u6a21\u6001\u8bed\u4e49\u805a\u5408\uff08BSA\uff09<\/strong><\/p>\n<p>\u5728\u7b2c n \u8f6e\uff0c\u9996\u5148\u5bf9\u4fee\u6539\u6587\u672c\u8fdb\u884c\u8bed\u6cd5\u5206\u6790\uff0c\u5224\u65ad\u662f\u5426\u5b58\u5728\u56de\u6eda\u64cd\u4f5c\uff0c\u5224\u65ad\u6807\u51c6\u662f\u57fa\u4e8e\u9884\u8bbe\u6a21\u677f\u751f\u6210\u7684\u4fee\u6539\u6587\u672c\u3002\u5982\u679c\u4fee\u6539\u6587\u672c\u5339\u914d\u56de\u6eda\u6a21\u677f\uff0c\u5219\u5c06\u53c2\u8003\u56fe\u50cf\u6307\u5b9a\u4e3a\u56de\u6eda\u8f6e\u6b21\u4e2d\u7684\u56fe\u50cf\uff1b\u5982\u679c\u4e0d\u5339\u914d\uff0c\u5219\u9ed8\u8ba4\u9009\u62e9\u7b2c n \u8f6e\u7684\u53c2\u8003\u56fe\u50cf\u3002\u901a\u8fc7\u51bb\u7ed3\u89c6\u89c9\u7f16\u7801\u5668\u63d0\u53d6\u56fe\u50cf\u7684\u89c6\u89c9\u8865\u4e01\u5d4c\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0c4c32406ca070fe8a74b3d0948032ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0c4c32406ca070fe8a74b3d0948032ca.png\"><\/a>\u3002BSA \u6846\u67b6\u901a\u8fc7\u53ef\u5b66\u4e60\u7684 tokens\uff0c\u9996\u5148\u5b66\u4e60\u56fe\u50cf\u53ca\u5176\u63cf\u8ff0\u4e4b\u95f4\u7684\u6a21\u6001\u8bed\u4e49\uff0c\u7136\u540e\u4e0e\u4fee\u6539\u6587\u672c\u8fdb\u884c\u4ea4\u4e92\uff0c\u4ece\u800c\u5728\u4e0e\u4fee\u6539\u6587\u672c\u4ea4\u4e92\u65f6\u589e\u5f3a\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u7ecf\u8fc7 BSA \u540e\uff0ctokens \u805a\u5408\u4e86\u53c2\u8003\u56fe\u50cf\u548c\u56fe\u50cf\u63cf\u8ff0\u7684\u591a\u6a21\u6001\u8bed\u4e49\uff0c\u8bb0\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-221a9d4e553e891ed290e931db64296c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-221a9d4e553e891ed290e931db64296c.png\"><\/a>\u3002<\/p>\n<p><strong>\u6a21\u57572\uff1a\u591a\u8f6e\u8fed\u4ee3\u4f18\u5316\uff08MIO\uff09<\/strong><\/p>\n<p>\u5c3d\u7ba1tokens \u6bd4\u89c6\u89c9\u5d4c\u5165\u66f4\u8282\u7701\u7a7a\u95f4\uff0c\u4f46\u4e3a\u6bcf\u4e00\u8f6e\u5b58\u50a8\u8fd9\u4e9b tokens \u4ecd\u4f1a\u6d88\u8017\u5927\u91cf\u7a7a\u95f4\u3002\u7535\u5546\u56fe\u50cf\u901a\u5e38\u5177\u6709\u4e0d\u540c\u7684\u5c5e\u6027\uff0c\u5982\u989c\u8272\u3001\u98ce\u683c\u3001\u5c3a\u5bf8\u7b49\uff0c\u800c\u591a\u8f6e\u68c0\u7d22\u5f80\u5f80\u6d89\u53ca\u540c\u4e00\u5b50\u7c7b\u522b\u7684\u5546\u54c1\uff0c\u5bfc\u81f4\u591a\u8f6e\u56fe\u50cf\u4e4b\u95f4\u5b58\u5728\u76f8\u4f3c\u5c5e\u6027\u3002\u56e0\u6b64\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65e0\u53c2\u6570\u673a\u5236\uff0c\u7528\u4e8e\u4f18\u5316\u5e76\u4fdd\u7559\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u5173\u952e\u7684\u8bed\u4e49\u5c5e\u6027\u3002\u672c\u65b9\u6cd5\u5c06\u4e0a\u4e00\u8f6e\u7684\u5b66\u4e60\u5230\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4e7f8937407358fbd58a640c8462e4d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4e7f8937407358fbd58a640c8462e4d8.png\"><\/a>\u4e0e\u5f53\u524d\u8f6e\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e190b16c22112042a5d9688f6a8c98aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e190b16c22112042a5d9688f6a8c98aa.png\"><\/a>\u62fc\u63a5\u5f97\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1ba8f43ade7e807e43ee2f1d7f6f3931.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1ba8f43ade7e807e43ee2f1d7f6f3931.png\"><\/a>\uff0c\u4f18\u5316\u8fc7\u7a0b\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<p>\uff081\uff09\u805a\u7c7b\uff1a\u57fa\u4e8e k-\u6700\u8fd1\u90bb\u7684\u5bc6\u5ea6\u5cf0\u503c\u805a\u7c7b\u7b97\u6cd5\uff08DPC-kNN\uff09\uff0c\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-808029af853394f7ce85e13c9a247172.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-808029af853394f7ce85e13c9a247172.png\"><\/a>\u8fdb\u884c\u805a\u7c7b\uff0c\u805a\u7c7b\u64cd\u4f5c\u53ef\u8868\u793a\u5982\u4e0b<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f78a50bb1d188d6e1b0933778b28cfdc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f78a50bb1d188d6e1b0933778b28cfdc.png\"><\/a><\/p>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c37790842ac301081f20783cc3d1d53a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c37790842ac301081f20783cc3d1d53a.png\"><\/a>\u8868\u793a\u7b2c i \u4e2a\u805a\u7c7b\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-59238c832081d49fef665ee35bfcd62e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-59238c832081d49fef665ee35bfcd62e.png\"><\/a>\u4e3a\u7b2c i \u4e2a\u805a\u7c7b\u7684\u8d28\u5fc3\u3002<\/p>\n<p>\uff082\uff09\u5bc6\u5ea6\u4f30\u8ba1\uff1a\u805a\u7c7b\u540e\uff0c\u6839\u636e\u7c07\u5185 tokens \u4e0e\u5176\u4ed6 tokens \u7684\u8ddd\u79bb\uff0c\u4f30\u8ba1\u6bcf\u4e2a\u7c07\u7684\u5bc6\u5ea6\uff0c\u4f4e\u5bc6\u5ea6\u7684 tokens \u4f1a\u88ab\u8fc7\u6ee4\u6389\u3002\u5bc6\u5ea6\u4f30\u8ba1\u516c\u5f0f\u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-120862374dfec8af74cf50faa148bcbb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-120862374dfec8af74cf50faa148bcbb.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-abdb0d5b56795a475e4ccfebdbd9d701.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-abdb0d5b56795a475e4ccfebdbd9d701.png\"><\/a><\/p>\n<p>\u5176\u4e2d Nei(v) \u8868\u793a v \u7684\u90bb\u8fd1 tokens\u3002<\/p>\n<p>\uff083\uff09\u4fee\u526a\uff1a\u901a\u8fc7\u8ba1\u7b97\u6bcf\u4e2a token \u7684\u5bc6\u5ea6\u548c\u4e0e\u90bb\u8fd1\u70b9\u7684\u8ddd\u79bb\uff0c\u8fc7\u6ee4\u5f97\u5206\u8f83\u4f4e\u7684 tokens\uff0c\u4fdd\u7559\u5f97\u5206\u9ad8\u5373\u8bed\u4e49\u663e\u8457\u7684 tokens\u3002\u6700\u7ec8\u8868\u793a\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ddb22f90197f95bfdaff1735049c05d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ddb22f90197f95bfdaff1735049c05d.png\"><\/a>\uff0c\u6709\u6548\u4fdd\u7559\u4e86\u643a\u5e26\u5224\u522b\u6027\u8bed\u4e49\u7684 tokens\uff0c\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u3002<\/p>\n<p><strong>\u6a21\u57573\uff1a\u4fee\u6539\u8bed\u4e49\u805a\u5408\uff08MSA\uff09<\/strong><\/p>\n<p>\u5728 MSA \u9636\u6bb5\uff0c\u672c\u6587\u5c06\u5305\u542b\u53c2\u8003\u8bed\u4e49\u7684tokens <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad12a5e8291a282d04461f3c3f737a95.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad12a5e8291a282d04461f3c3f737a95.png\"><\/a>\u4e0e\u4fee\u6539\u6587\u672c\u5d4c\u5165 m_n\u00a0\u8fdb\u884c\u4ea4\u4e92\u3002\u901a\u8fc7\u51bb\u7ed3\u6587\u672c\u7f16\u7801\u5668\u63d0\u53d6\u4fee\u6539\u6587\u672c\u7684\u5d4c\u5165\uff0c\u5c06\u5176\u4e0e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9082ee782b4e2c444e4de6306f8fa725.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9082ee782b4e2c444e4de6306f8fa725.png\"><\/a>\u62fc\u63a5\u540e\u8f93\u5165\u81ea\u6ce8\u610f\u529b\u5c42\u3002\u968f\u540e\uff0c\u7ecf\u8fc7\u7ebf\u6027\u53d8\u6362\u548c\u5f52\u4e00\u5316\u5904\u7406\uff0c\u6700\u7ec8\u5f97\u5230\u53c2\u8003\u7aef\u7684\u5d4c\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-50501c7eb2b6331fc231a1aa166d3797.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-50501c7eb2b6331fc231a1aa166d3797.png\"><\/a>\uff0c\u8be5\u5d4c\u5165\u540c\u65f6\u5305\u542b\u6765\u81ea\u53c2\u8003\u56fe\u50cf\u3001\u56fe\u50cf\u63cf\u8ff0\u548c\u4fee\u6539\u6587\u672c\u7684\u591a\u6a21\u6001\u8bed\u4e49\u3002\u7531\u4e8e\u6d89\u53ca\u591a\u4e2a\u5386\u53f2\u56fe\u50cf\uff0cBSA \u5c06\u901a\u8fc7\u62fc\u63a5\u524d\u51e0\u8f6e\u7684tokens \u4e0e\u5bf9\u5e94\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u8fdb\u884c\u591a\u6a21\u6001\u5d4c\u5165\u7684\u805a\u5408\u3002\u968f\u540e\uff0c\u8fd9\u4e9b\u5d4c\u5165\u5c06\u4e0e\u4fee\u6539\u6587\u672c\u5728 MSA 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-283e5bfb02448367c49671d0fbf53da0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-283e5bfb02448367c49671d0fbf53da0.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11a2eaab2e818458d73ce252462e63bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11a2eaab2e818458d73ce252462e63bf.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u88681. 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