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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/13a6109693e567e1763358f893f59f7e4a4d19-768x324.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"u738a58b-esYOna1S\">\n<li data-id=\"ld70c578-DtJC4X9O\">\u8bba\u6587\u6807\u9898\uff1aMAI: A Multi-turn Aggregation-Iteration Model for Composed Image Retrieval<\/li>\n<li data-id=\"ld70c578-eqk8DvfY\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=gXyWbl71n1<\/li>\n<li data-id=\"ld70c578-im1OQcQw\">\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/PKU-ICST-MIPL\/MAI_ICLR2025<\/li>\n<li 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srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/16d932594b1a9fb8d162762c6db7c046273577.png 759w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/16d932594b1a9fb8d162762c6db7c046273577-300x75.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/16d932594b1a9fb8d162762c6db7c046273577-150x37.png 150w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/p>\n<p>\u56fe1. \u591a\u8f6e\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u6837\u4f8b\u5c55\u793a<\/p>\n<h4>\u6570\u636e\u96c6\u548c\u8bc4\u6d4b\u57fa\u51c6<\/h4>\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><img data-dominant-color=\"d8dcda\" data-has-transparency=\"true\" style=\"--dominant-color: #d8dcda;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24851\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5.png\" width=\"1080\" height=\"554\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5-300x154.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5-1024x525.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5-150x77.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/191ae82729a3cb05d1a5622f67558cda246fa5-768x394.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe2. \u6570\u636e\u96c6\u548c\u8bc4\u6d4b\u57fa\u51c6FashionMT\u6570\u636e\u5206\u5e03\u56fe<\/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<h4>\u6280\u672f\u65b9\u6848<\/h4>\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><img data-dominant-color=\"e7e6e4\" data-has-transparency=\"true\" style=\"--dominant-color: #e7e6e4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24852\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/23f4b001744e18e3243664319b2381843fb4f3.png\" width=\"716\" height=\"304\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/23f4b001744e18e3243664319b2381843fb4f3.png 716w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/23f4b001744e18e3243664319b2381843fb4f3-300x127.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/23f4b001744e18e3243664319b2381843fb4f3-150x64.png 150w\" sizes=\"auto, (max-width: 716px) 100vw, 716px\" \/><\/p>\n<p>\u56fe3. \u591a\u8f6e\u805a\u5408-\u8fed\u4ee3\u6a21\u578b\u65b9\u6cd5\u6846\u67b6\u56fe<\/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<img data-dominant-color=\"ededed\" data-has-transparency=\"false\" style=\"--dominant-color: #ededed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24853\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/76e8b5e04fce1ca230035286055527dd6cb276.png\" width=\"102\" height=\"78\" \/>\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<img data-dominant-color=\"ebebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24854\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/655c53017aa47c877d980972f36145910d3b48.png\" width=\"196\" height=\"98\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/655c53017aa47c877d980972f36145910d3b48.png 196w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/655c53017aa47c877d980972f36145910d3b48-150x75.png 150w\" sizes=\"auto, (max-width: 196px) 100vw, 196px\" \/>\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 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f2a80cb4359da3b69f89478304b5f50fa80909.png\" width=\"210\" height=\"108\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f2a80cb4359da3b69f89478304b5f50fa80909.png 210w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f2a80cb4359da3b69f89478304b5f50fa80909-150x77.png 150w\" sizes=\"auto, (max-width: 210px) 100vw, 210px\" \/>\u4e0e\u5f53\u524d\u8f6e\u7684<img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24856\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/02dd27692e3505afa8e974e1ddf150e3834f4d.png\" width=\"188\" height=\"104\" 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150w\" sizes=\"auto, (max-width: 206px) 100vw, 206px\" \/>\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<img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24858\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/34d1b9a3493c941f3a74843545c3b92a79dd36.png\" width=\"104\" height=\"88\" \/>\u8fdb\u884c\u805a\u7c7b\uff0c\u805a\u7c7b\u64cd\u4f5c\u53ef\u8868\u793a\u5982\u4e0b<\/p>\n<p><img data-dominant-color=\"f2f2f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f2f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24859\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/787b0d5185bad8dabd0073a70ef09dda77bba5.png\" width=\"884\" height=\"174\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/787b0d5185bad8dabd0073a70ef09dda77bba5.png 884w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/787b0d5185bad8dabd0073a70ef09dda77bba5-300x59.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/787b0d5185bad8dabd0073a70ef09dda77bba5-150x30.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/787b0d5185bad8dabd0073a70ef09dda77bba5-768x151.png 768w\" sizes=\"auto, (max-width: 884px) 100vw, 884px\" \/><\/p>\n<p>\u5176\u4e2d<img data-dominant-color=\"ededed\" data-has-transparency=\"false\" style=\"--dominant-color: #ededed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24860\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/95f68b4925244611108225114ed5a67046ea70.png\" width=\"96\" height=\"72\" \/>\u8868\u793a\u7b2c i \u4e2a\u805a\u7c7b\uff0c<img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24861\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/84403c662b3d8cc6bc3368e22696b1e03a3d55.png\" width=\"84\" height=\"70\" \/>\u4e3a\u7b2c i\u00a0\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><img data-dominant-color=\"f2f2f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f2f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24862\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/834c23126c7a9632471124faf152afaf57c63d.png\" width=\"810\" height=\"158\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/834c23126c7a9632471124faf152afaf57c63d.png 810w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/834c23126c7a9632471124faf152afaf57c63d-300x59.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/834c23126c7a9632471124faf152afaf57c63d-150x29.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/834c23126c7a9632471124faf152afaf57c63d-768x150.png 768w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><img data-dominant-color=\"ebebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24863\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/77bbd24050abd79097d305e45a8e39af6537ed.png\" width=\"670\" height=\"98\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/77bbd24050abd79097d305e45a8e39af6537ed.png 670w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/77bbd24050abd79097d305e45a8e39af6537ed-300x44.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/77bbd24050abd79097d305e45a8e39af6537ed-150x22.png 150w\" sizes=\"auto, (max-width: 670px) 100vw, 670px\" \/><\/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 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/39cadfe97c53444678d904efda5dc26f377fa1-150x74.png 150w\" sizes=\"auto, (max-width: 206px) 100vw, 206px\" \/>\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<img data-dominant-color=\"ededed\" data-has-transparency=\"false\" style=\"--dominant-color: #ededed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24866\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a3c276416b1bf23b1be4255508fd37c4b2909d.png\" width=\"206\" height=\"102\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a3c276416b1bf23b1be4255508fd37c4b2909d.png 206w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a3c276416b1bf23b1be4255508fd37c4b2909d-150x74.png 150w\" sizes=\"auto, (max-width: 206px) 100vw, 206px\" \/>\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<img data-dominant-color=\"eeeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24867\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/52612764208811b80ea0349846900754359e08.png\" width=\"94\" height=\"86\" 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