{"id":10985,"date":"2026-08-12T20:01:33","date_gmt":"2026-08-12T12:01:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/gemma-based-multilingual-machine-translation-models\/"},"modified":"2026-08-12T20:01:33","modified_gmt":"2026-08-12T12:01:33","slug":"gemma-based-multilingual-machine-translation-models","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/gemma-based-multilingual-machine-translation-models\/","title":{"rendered":"MiLMMT-v1.0\uff1a\u5c0f\u7c73\u5347\u7d1a\u958b\u6e90\u7ffb\u8b6f\u6a21\u578b\uff1a\u652f\u63f4\u81f3 46 \u7a2e\u8a9e\u8a00"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/milmmt.jpg\" alt=\"gemmax\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb\u60f3\u7528\u958b\u6e90 LLM \u505a\u591a\u8a9e\u7ffb\u8b6f\uff0c\u5f80\u5f80\u8981\u9077\u5c31 20 \u591a\u7a2e\u8a9e\u8a00\u7684\u8986\u84cb\uff0c\u9047\u4e0a\u6771\u6b50\u3001\u975e\u6d32\u6216\u6771\u5357\u4e9e\u8f03\u5c11\u898b\u7684\u8a9e\u7a2e\u5c31\u5bb9\u6613\u649e\u7246\u3002MiLMMT-v1.0 \u628a\u8986\u84cb\u7bc4\u570d\u4e00\u53e3\u6c23\u63a8\u81f3 46 \u7a2e\uff0c\u9019\u500b\u6539\u8b8a\u5c0d\u505a\u8de8\u570b\u5167\u5bb9\u672c\u5730\u5316\u3001\u8de8\u5883\u96fb\u5546\u6587\u6848\uff0c\u6216\u662f\u9700\u8981\u8655\u7406\u591a\u8a9e\u5ba2\u6236\u67e5\u8a62\u7684\u5718\u968a\u5c24\u5176\u53d7\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u5c6c\u65bc<strong>\u591a\u8a9e\u7ffb\u8b6f\u6a21\u578b<\/strong>\uff08multilingual machine translation model\uff09\uff0c\u4e26\u975e\u6846\u67b6\u6216\u5de5\u5177\uff0c\u6838\u5fc3\u76ee\u6a19\u662f\u8b93 Gemma3 \u7b49\u958b\u653e\u6b0a\u91cd\u6a21\u578b\u5728\u591a\u8a9e\u7ffb\u8b6f\u5834\u666f\u4e0b\uff0c\u8cbc\u8fd1\u5546\u7528\u7ffb\u8b6f\u5f15\u64ce\u7684\u6c34\u6e96\u3002\u5b83\u4ee5 Gemma3-1B \u8207 Gemma3-4B \u70ba\u57fa\u5e95\uff0c\u5148\u505a\u6301\u7e8c\u9810\u8a13\u7df4\uff0c\u518d\u7528\u7ffb\u8b6f\u6307\u4ee4\u5fae\u8abf\uff0c\u6700\u5f8c\u900f\u904e\u5f37\u5316\u5b78\u7fd2\uff08GRPO\uff09\u914d\u5408 xCOMET\u3001OpenLID\u3001CometKiwi \u7b49\u7121\u53c3\u8003\u6307\u6a19\u4f5c\u70ba\u734e\u52f5\u8a0a\u865f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8207\u50b3\u7d71\u4f9d\u8cf4\u5927\u578b\u5c01\u9589\u6a21\u578b\u3001\u6216\u9700\u8981\u5e73\u884c\u8a9e\u6599\u7684\u76e3\u7763\u5f0f\u5fae\u8abf\u4e0d\u540c\uff0cMiLMMT \u5f37\u8abf <em>reference-free<\/em> \u5f8c\u8a13\u7df4\uff1a\u4e0d\u9700\u8981\u4eba\u5de5\u5c0d\u7167\u8b6f\u6587\u4e5f\u80fd\u7528 LLM-as-judge \u6539\u5584\u7ffb\u8b6f\u7d50\u679c\u3002\u540c\u6642\u914d\u5408\u6a21\u578b\u5408\u4f75\uff08model merging\uff09\uff0c\u5728 1B \u898f\u6a21\u7684\u5c0f\u6a21\u578b\u4e0a\u5617\u8a66\u517c\u9867\u591a\u8a9e\u6cdb\u5316\u8207\u4f4e\u8cc7\u6e90\u8a9e\u7a2e\u7684\u7a69\u5b9a\u6027\uff0c\u9019\u9ede\u5c0d\u786c\u9ad4\u8cc7\u6e90\u6709\u9650\u3001\u60f3\u81ea\u5efa\u7ffb\u8b6f\u670d\u52d9\u7684\u5de5\u4f5c\u5834\u666f\u76f8\u7576\u95dc\u9375\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u8a9e\u8a00\u5f9e 28 \u7a2e\u64f4\u5c55\u81f3 46 \u7a2e\uff0c\u8986\u84cb\u66f4\u591a\u4f4e\u8cc7\u6e90\u8a9e\u7a2e<\/li>\n<li>\u57fa\u65bc Gemma3-1B \/ Gemma3-4B \u958b\u653e\u6b0a\u91cd\uff0c\u53ef\u96e2\u7dda\u90e8\u7f72<\/li>\n<li>\u63a1\u7528 GRPO \u5f37\u5316\u5b78\u7fd2\u642d\u914d xCOMET\u3001OpenLID \u7b49\u7121\u53c3\u8003\u734e\u52f5<\/li>\n<li>\u63d0\u4f9b Hugging Face Spaces \u7dda\u4e0a Demo\uff0c\u4ea6\u6709 RL launcher \u8207\u734e\u52f5\u670d\u52d9\u8173\u672c\u53ef\u91cd\u73fe\u8a13\u7df4\u6d41\u7a0b<\/li>\n<li>\u76f8\u95dc\u8ad6\u6587\u5df2\u4e0a arXiv\uff0c\u7d00\u9304\u5f8c\u8a13\u7df4\u8207\u6a21\u578b\u5408\u4f75\u7684\u5be6\u8b49\u7d50\u679c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u672c\u5730\u5316\u5718\u968a\u3001\u958b\u767c\u8005\u6216\u7814\u7a76\u4eba\u54e1\u800c\u8a00\uff0c\u9019\u500b\u9805\u76ee\u63d0\u4f9b\u4e86\u4e00\u689d\u6bcb\u9808\u4f9d\u8cf4\u5546\u696d API \u7684\u591a\u8a9e\u7ffb\u8b6f\u8def\u7dda\uff0c1B \u7b49\u7d1a\u7684\u6a21\u578b\u9ad4\u7a4d\u4ea6\u4ee4\u81ea\u90e8\u7f72\u9580\u6abb\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/papers\/2608.10812\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/xiaomi-research\/gemmax\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/xiaomi-research\/MiLMMT-46-12B-v1.0\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c0f\u7c73\u628a\u65d7\u4e0b\u958b\u6e90\u591a\u8a9e\u7ffb\u8b6f\u9805\u76ee GemmaX \u5347\u7d1a\u81f3 MiLMMT-v1.0\uff0c\u652f\u63f4\u8a9e\u8a00\u4e00\u8209\u64f4\u81f3 46 \u7a2e\uff0c\u4e26\u900f\u904e\u5f37\u5316\u5b78\u7fd2\u8207\u6a21\u578b\u5408\u4f75\u63d0\u5347\u7ffb\u8b6f\u54c1\u8cea\u3002<\/p>\n","protected":false},"author":8,"featured_media":10984,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,76,189,206],"tags":[],"class_list":["post-10985","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-189","category-xiaomi"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10985","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10985"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10985\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10984"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10985"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10985"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}