{"id":13171,"date":"2026-10-10T08:40:09","date_gmt":"2026-10-10T00:40:09","guid":{"rendered":"https:\/\/infernews.com\/blog\/improving-text-to-image-models-with-preference-and-rubric-based-rewards-arena-ai\/"},"modified":"2026-10-10T08:45:56","modified_gmt":"2026-10-10T00:45:56","slug":"improving-text-to-image-models-with-preference-and-rubric-based-rewards-arena-ai","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/improving-text-to-image-models-with-preference-and-rubric-based-rewards-arena-ai\/","title":{"rendered":"\u7528 5 \u767e\u842c\u6b21\u4eba\u985e\u6295\u7968\u7149\u6210\u7684\u6587\u751f\u5716\u734e\u52f5\u6a5f\u5236\uff0c\u516c\u958b\u7d66\u958b\u6e90\u793e\u7fa4"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/5.jpg\" alt=\"Og image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u751f\u5716\u6a21\u578b\u8d8a\u4f86\u8d8a\u5f37\uff0c\u4f46\u8981\u9760\u5f8c\u8a13\u7df4\u518d\u5f80\u4e0a\u63a8\uff0c\u537b\u5361\u5728\u540c\u4e00\u500b\u96e3\u984c\uff1a\u5230\u5e95\u8981\u62ff\u4ec0\u9ebc\u8a0a\u865f\u7576\u4f5c\u512a\u5316\u76ee\u6a19\u3002<mark><a href=\"https:\/\/arena.ai\/\" target=\"_blank\" rel=\"noopener\">Arena.ai<\/a><\/mark> \u9019\u9805\u5de5\u4f5c\u76f4\u63a5\u628a\u7b54\u6848\u62c6\u6210\u5169\u689d\u4e92\u76f8\u88dc\u4f4d\u7684\u734e\u52f5\u7dda\uff0c\u518d\u628a\u4ed6\u5011\u516c\u958b\u7d66\u793e\u7fa4\u53c3\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u689d\u7dda\u4f86\u81ea Text-to-Image Arena \u4e0a\u5927\u7d04 500 \u842c\u7d44\u771f\u5be6\u4eba\u985e\u5c0d\u6c7a\u6295\u7968\uff0c\u7528 Bradley\u2013Terry 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\u7528\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u81ea\u52d5\u7522\u751f\u4e00\u7d44\u8a55\u5206\u91cf\u5c3a\uff0c\u91dd\u5c0d\u63d0\u793a\u8a5e\u5fe0\u5be6\u5ea6\u3001\u76f8\u95dc\u7d04\u675f\u3001\u4ee5\u53ca\u5e38\u898b\u7684\u734e\u52f5\u6f0f\u6d1e\u884c\u70ba\u6253\u5206\uff0c\u628a\u9019\u4e9b\u898f\u5247\u5f0f\u5206\u6578\u4e00\u8d77\u6df7\u5165\u512a\u5316\u76ee\u6a19\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8d77 Flow-GRPO \u6216 DiffusionNFT \u9019\u985e\u53ea\u9760\u55ae\u4e00\u734e\u52f5\u8a0a\u865f\u7684\u5f8c\u8a13\u7df4\u65b9\u6cd5\uff0c\u9019\u5957\u7d44\u5408\u7d66\u4eba\u7684\u5dee\u5225\u611f\u5728\u65bc\uff1a\u7f8e\u611f\u8207\u5408\u898f\u4e0d\u518d\u4e92\u6436\u8cc7\u6e90\u3002\u7d93\u904e\u4ed6\u5011\u7684\u5f8c\u8a13\u7df4\u98df\u8b5c\uff0cFLUX.2-dev \u5728 Arena \u5373\u6642\u6587\u751f\u5716\u6392\u884c\u699c\u4e0a\u591a\u4e86 69 \u5206\uff0cIdeogram 4 \u66f4\u62ff\u5230 1224 \u5206\uff0c\u8d85\u8d8a 2026 \u5e74 9 \u6708 4 \u65e5\u4e4b\u524d\u6240\u6709\u516c\u958b\u4e0a\u67b6\u7684\u958b\u6e90\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arena.ai\/blog\/post-training-text-to-image-models\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2610.02967\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Arena.ai \u63d0\u51fa\u4e00\u5957\u6587\u751f\u5716\u6a21\u578b\u7684\u5f8c\u8a13\u7df4\u65b9\u6cd5\uff0c\u628a\u4eba\u985e\u504f\u597d\u5206\u6578\u52a0\u4e0a\u81ea\u52d5\u8a55\u5206\u91cf\u5c3a\uff0c\u7d50\u679c\u8b93 FLUX.2-dev \u8207 Ideogram 4 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