{"id":38593,"date":"2025-02-19T04:00:57","date_gmt":"2025-02-18T20:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=38593"},"modified":"2025-02-19T04:00:57","modified_gmt":"2025-02-18T20:00:57","slug":"%e6%9c%80%e5%bc%ba%e5%85%a8%e6%a8%a1%e6%80%81%e6%a8%a1%e5%9e%8bola-7b%e6%a8%aa%e6%89%ab%e5%9b%be%e5%83%8f%e3%80%81%e8%a7%86%e9%a2%91%e3%80%81%e9%9f%b3%e9%a2%91%e4%b8%bb%e6%b5%81%e6%a6%9c%e5%8d%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38593","title":{"rendered":"\u6700\u5f3a\u5168\u6a21\u6001\u6a21\u578bOla-7B\u6a2a\u626b\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u4e3b\u6d41\u699c\u5355\uff0c\u817e\u8baf\u6df7\u5143Research&amp;\u6e05\u534e&amp;NTU\u8054\u624b\u6253\u9020"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-18-4\" target=\"_blank\">\u6700\u5f3a\u5168\u6a21\u6001\u6a21\u578bOla-7B\u6a2a\u626b\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u4e3b\u6d41\u699c\u5355\uff0c\u817e\u8baf\u6df7\u5143Research&amp;\u6e05\u534e&amp;NTU\u8054\u624b\u6253\u9020<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bb8298e69a669404ac394b8e332d332d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bb8298e69a669404ac394b8e332d332d.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>Ola \u662f\u817e\u8baf\u6df7\u5143 Research\u3001\u6e05\u534e\u5927\u5b66\u667a\u80fd\u89c6\u89c9\u5b9e\u9a8c\u5ba4\uff08i-Vision Group\uff09\u548c\u5357\u6d0b\u7406\u5de5\u5927\u5b66 S-Lab \u7684\u5408\u4f5c\u9879\u76ee\u3002\u672c\u6587\u7684\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3a\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u535a\u58eb\u751f\u5218\u7956\u708e\u548c\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u535a\u58eb\u751f\u8463\u5b87\u660a\uff0c\u672c\u6587\u7684\u901a\u8baf\u4f5c\u8005\u4e3a\u817e\u8baf\u9ad8\u7ea7\u7814\u7a76\u5458\u9976\u6c38\u94ed\u548c\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u9c81\u7ee7\u6587\u6559\u6388\u3002<\/strong><\/p>\n<p>GPT-4o \u7684\u95ee\u4e16\u5f15\u53d1\u4e86\u7814\u7a76\u8005\u4eec\u5bf9\u5b9e\u73b0\u5168\u6a21\u6001\u6a21\u578b\u7684\u6d53\u539a\u5174\u8da3\u3002\u5c3d\u7ba1\u76ee\u524d\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e00\u4e9b\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u4f46\u5728\u6027\u80fd\u65b9\u9762\uff0c\u5b83\u4eec\u4e0e\u4e13\u95e8\u7684\u5355\u6a21\u6001\u6a21\u578b\u76f8\u6bd4\u4ecd\u5b58\u5728\u660e\u663e\u5dee\u8ddd\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Ola \u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u6b3e\u5168\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u4e0e\u540c\u7c7b\u7684\u4e13\u95e8\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u5728\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7406\u89e3\u7b49\u591a\u4e2a\u65b9\u9762\u90fd\u5c55\u73b0\u51fa\u4e86\u9887\u5177\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002<\/p>\n<p>Ola \u7684\u6838\u5fc3\u8bbe\u8ba1\u5728\u4e8e\u5176<strong>\u6e10\u8fdb\u5f0f\u6a21\u6001\u5bf9\u9f50\u7b56\u7565<\/strong>\uff0c\u8be5\u7b56\u7565\u9010\u6b65\u6269\u5c55\u8bed\u8a00\u6a21\u578b\u6240\u652f\u6301\u7684\u6a21\u6001\u3002\u6211\u4eec\u7684\u8bad\u7ec3\u6d41\u7a0b\u4ece\u5dee\u5f02\u6700\u4e3a\u663e\u8457\u7684\u6a21\u6001\u5f00\u59cb\uff1a\u56fe\u50cf\u548c\u6587\u672c\uff0c\u968f\u540e\u501f\u52a9\u8fde\u63a5\u8bed\u8a00\u4e0e\u97f3\u9891\u77e5\u8bc6\u7684\u8bed\u97f3\u6570\u636e\uff0c\u4ee5\u53ca\u8fde\u63a5\u6240\u6709\u6a21\u6001\u7684\u89c6\u9891\u6570\u636e\uff0c\u9010\u6b65\u62d3\u5c55\u6a21\u578b\u7684\u6280\u80fd\u96c6\u3002\u8fd9\u79cd\u6e10\u8fdb\u5f0f\u5b66\u4e60\u6d41\u7a0b\u8fd8\u4f7f\u6211\u4eec\u80fd\u591f\u5c06\u8de8\u6a21\u6001\u5bf9\u9f50\u6570\u636e\u7ef4\u6301\u5728\u76f8\u5bf9\u8f83\u5c0f\u7684\u89c4\u6a21\uff0c\u4ece\u800c\u8ba9\u57fa\u4e8e\u73b0\u6709\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u5f00\u53d1\u5168\u6a21\u6001\u6a21\u578b\u53d8\u5f97\u66f4\u4e3a\u8f7b\u677e\u4e14\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-13d48c6c057e6f10b55ccdd7d82a58fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-13d48c6c057e6f10b55ccdd7d82a58fc.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/ola-omni.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2502.04328<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1ahttps:\/\/github.com\/Ola-Omni\/Ola<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/THUdyh\/Ola-7b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Ola \u6a21\u578b\u5927\u5e45\u5ea6\u63a8\u52a8\u4e86\u5168\u6a21\u6001\u6a21\u578b\u5728\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7406\u89e3\u8bc4\u6d4b\u57fa\u51c6\u4e2d\u7684\u80fd\u529b\u4e0a\u9650\u3002\u6211\u4eec\u5728\u6db5\u76d6\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7b49\u65b9\u9762\u7684\u5b8c\u6574\u5168\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e0b\uff0cOla \u4f5c\u4e3a\u4e00\u4e2a<strong>\u4ec5\u542b\u6709 7B \u53c2\u6570\u7684\u5168\u6a21\u6001\u6a21\u578b<\/strong>\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4e3b\u6d41\u4e13\u6709\u6a21\u578b\u7684\u8d85\u8d8a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50e595f28198c0c6532b9aab201ad98c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50e595f28198c0c6532b9aab201ad98c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1aOla \u5168\u6a21\u6001\u6a21\u578b\u8d85\u8d8a Qwen2.5-VL\u3001InternVL2.5 \u7b49\u4e3b\u6d41\u591a\u6a21\u6001\u6a21\u578b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u56fe\u50cf\u57fa\u51c6\u6d4b\u8bd5\u65b9\u9762\uff0c\u5728\u6781\u5177\u6311\u6218\u6027\u7684 OpenCompass \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u5728 MMBench-1.1\u3001MMMU \u7b49 8 \u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u603b\u4f53\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230 72.6%\uff0c<strong>\u5728\u5e02\u9762\u4e0a\u6240\u6709 30B \u53c2\u6570\u4ee5\u5185\u7684\u6a21\u578b\u4e2d\u6392\u540d\u7b2c 1<\/strong>\uff0c\u8d85\u8d8a\u4e86 GPT-4o\u3001InternVL2.5\u3001Qwen2.5-VL \u7b49\u4e3b\u6d41\u6a21\u578b\u3002\u5728\u7efc\u5408\u89c6\u9891\u7406\u89e3\u6d4b\u8bd5 VideoMME \u4e2d\uff0cOla \u5728\u8f93\u5165\u89c6\u9891\u548c\u97f3\u9891\u7684\u60c5\u51b5\u4e0b\uff0c\u53d6\u5f97\u4e86<strong>\u00a068.4% \u7684\u51c6\u786e\u7387\uff0c\u8d85\u8d8a\u4e86 LLaVA-Video\u3001VideoLLaMA3 \u7b49\u77e5\u540d\u7684\u89c6\u9891\u591a\u6a21\u6001\u6a21\u578b\u3002<\/strong>\u53e6\u4e00\u65b9\u9762\uff0cOla \u5728\u8bf8\u5982\u8bed\u97f3\u8bc6\u522b\u548c\u804a\u5929\u8bc4\u4f30\u7b49\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u65b9\u9762\u4e5f\u8868\u73b0\u5353\u8d8a\uff0c\u8fbe\u5230\u4e86\u63a5\u8fd1\u6700\u597d\u97f3\u9891\u7406\u89e3\u6a21\u578b\u7684\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u5b8c\u6574\u7684\u6d4b\u8bd5\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u73b0\u6709\u7684\u5168\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 VITA-1.5\u3001IXC2.5-OmniLive \u7b49\uff09\u76f8\u6bd4\uff0cOla \u6709\u5de8\u5927\u7684\u6027\u80fd\u63d0\u5347\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u6700\u5148\u8fdb\u7684\u4e13\u6709\u591a\u6a21\u6001\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5305\u62ec\u6700\u65b0\u53d1\u5e03\u7684 Qwen2.5-VL\u3001InternVL2.5 \u7b49\u3002\u76ee\u524d\uff0c\u6a21\u578b\u3001\u4ee3\u7801\u3001\u8bad\u7ec3\u6570\u636e\u5df2\u7ecf\u5f00\u6e90\uff0c\u6211\u4eec\u65e8\u5728\u5c06 Ola \u6253\u9020\u6210\u4e3a\u4e00\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684\u5168\u6a21\u6001\u7406\u89e3\u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u63a8\u52a8\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u7684\u672a\u6765\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u5168\u6a21\u6001\u5927\u6a21\u578b\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5bf9\u4e8e\u591a\u79cd\u5206\u5e03\u7684\u6a21\u6001\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u8bbe\u8ba1\u6709\u6548\u7684\u8bad\u7ec3\u6d41\u7a0b\uff0c\u4ece\u800c\u5728\u6240\u6709\u652f\u6301\u7684\u4efb\u52a1\u4e0a\u5b9e\u73b0\u6709\u7ade\u4e89\u529b\u4e14\u5747\u8861\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u5728\u4ee5\u5f80\u7684\u7814\u7a76\u4e2d\uff0c\u9ad8\u6027\u80fd\u4e0e\u5e7f\u6cdb\u7684\u6a21\u6001\u8986\u76d6\u5f80\u5f80\u96be\u4ee5\u517c\u987e\uff0c\u73b0\u6709\u7684\u5f00\u6e90\u5168\u6a21\u6001\u89e3\u51b3\u65b9\u6848\u4e0e\u6700\u5148\u8fdb\u7684\u4e13\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4e4b\u95f4\u4ecd\u5b58\u5728\u8f83\u5927\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u8fd9\u7ed9\u5168\u6a21\u6001\u6982\u5ff5\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u5e26\u6765\u4e86\u4e25\u91cd\u969c\u788d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Ola \u6a21\u578b\uff0c\u63a2\u7d22<strong>\u5982\u4f55\u8bad\u7ec3\u51fa\u6027\u80fd\u53ef\u4e0e\u6700\u5148\u8fdb\u7684\u4e13\u7528\u591a\u6a21\u6001\u6a21\u578b\u76f8\u5ab2\u7f8e\u3001\u5177\u5907\u5b9e\u65f6\u4ea4\u4e92\u80fd\u529b\u4e14\u5728\u5bf9\u9f50\u6570\u636e\u4e0a\u9ad8\u6548\u7684\u5168\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/strong>Ola \u6a21\u578b\u7684\u6838\u5fc3\u8bbe\u8ba1\u662f\u6e10\u8fdb\u5f0f\u6a21\u6001\u5bf9\u9f50\u7b56\u7565\u3002\u4e3a\u5728\u8bed\u8a00\u4e0e\u89c6\u89c9\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\uff0c\u6211\u4eec\u4ece\u56fe\u50cf\u548c\u6587\u672c\u8fd9\u4e24\u79cd\u57fa\u7840\u4e14\u76f8\u4e92\u72ec\u7acb\u7684\u6a21\u6001\u5165\u624b\uff0c\u4e3a\u5168\u6a21\u6001\u6a21\u578b\u6784\u5efa\u57fa\u7840\u77e5\u8bc6\u3002\u968f\u540e\uff0c\u6211\u4eec\u9010\u6b65\u6269\u5145\u8bad\u7ec3\u96c6\uff0c\u8d4b\u4e88\u6a21\u578b\u66f4\u5e7f\u6cdb\u7684\u80fd\u529b\uff0c\u5305\u62ec\u901a\u8fc7\u89c6\u9891\u5e27\u5f3a\u5316\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u501f\u52a9\u8bed\u97f3\u6570\u636e\u8fde\u901a\u8bed\u8a00\u4e0e\u97f3\u9891\u77e5\u8bc6\uff0c\u4ee5\u53ca\u5229\u7528\u5305\u542b\u97f3\u9891\u7684\u89c6\u9891\u5168\u9762\u878d\u5408\u6765\u81ea\u8bed\u8a00\u3001\u89c6\u9891\u548c\u97f3\u9891\u7684\u4fe1\u606f\u3002\u8fd9\u79cd\u6e10\u8fdb\u5f0f\u5b66\u4e60\u7b56\u7565\u5c06\u590d\u6742\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5206\u89e3\u4e3a\u5c0f\u6b65\u9aa4\uff0c\u4f7f\u5168\u6a21\u6001\u5b66\u4e60\u53d8\u5f97\u66f4\u5bb9\u6613\uff0c\u4ece\u800c\u4fdd\u6301\u8f83\u5c0f\u89c4\u6a21\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u6570\u636e\uff0c\u4e5f\u66f4\u5bb9\u6613\u57fa\u4e8e\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u7684\u73b0\u6709\u6210\u679c\u5c55\u5f00\u7814\u7a76\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-be7130b5c273eec1ff3e505edcecd92f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-be7130b5c273eec1ff3e505edcecd92f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1a\u6e10\u8fdb\u5f0f\u6a21\u6001\u5b66\u4e60\u80fd\u591f\u8bad\u7ec3\u66f4\u597d\u7684\u5168\u6a21\u6001\u6a21\u578b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u914d\u5408\u8bad\u7ec3\u7b56\u7565\uff0c\u6211\u4eec\u5728<strong>\u67b6\u6784\u548c\u6570\u636e\u9886\u57df<\/strong>\u4e5f\u8fdb\u884c\u4e86\u91cd\u8981\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Ola \u67b6\u6784\u652f\u6301\u5168\u6a21\u6001\u8f93\u5165\u4ee5\u53ca\u6d41\u5f0f\u6587\u672c\u548c\u8bed\u97f3\u751f\u6210\uff0c\u5176\u67b6\u6784\u8bbe\u8ba1\u53ef\u6269\u5c55\u4e14\u7b80\u6d01\u3002\u6211\u4eec\u4e3a\u89c6\u89c9\u548c\u97f3\u9891\u8bbe\u8ba1\u4e86\u8054\u5408\u5bf9\u9f50\u6a21\u5757\uff0c\u901a\u8fc7\u5c40\u90e8 &#8211; \u5168\u5c40\u6ce8\u610f\u529b\u6c60\u5316\u5c42\u878d\u5408\u89c6\u89c9\u8f93\u5165\uff0c\u5e76\u5b9e\u73b0\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u6807\u8bb0\u7684\u81ea\u7531\u7ec4\u5408\u3002\u6b64\u5916\uff0c\u6211\u4eec\u96c6\u6210\u4e86\u9010\u53e5\u6d41\u5f0f\u89e3\u7801\u6a21\u5757\u4ee5\u5b9e\u73b0\u9ad8\u8d28\u91cf\u8bed\u97f3\u5408\u6210\u3002<\/section>\n<\/li>\n<li>\n<section>\u9664\u4e86\u5728\u89c6\u89c9\u548c\u97f3\u9891\u65b9\u9762\u6536\u96c6\u7684\u5fae\u8c03\u6570\u636e\u5916\uff0c\u6211\u4eec\u6df1\u5165\u6316\u6398\u89c6\u9891\u4e0e\u5176\u5bf9\u5e94\u97f3\u9891\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ee5\u6784\u5efa\u89c6\u89c9\u4e0e\u97f3\u9891\u6a21\u6001\u4e4b\u95f4\u7684\u6865\u6881\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u4ece\u5b66\u672f\u53ca\u5f00\u653e\u5f0f\u7f51\u7edc\u8d44\u6e90\u6536\u96c6\u539f\u59cb\u89c6\u9891\uff0c\u8bbe\u8ba1\u72ec\u7acb\u7684\u6e05\u7406\u6d41\u7a0b\uff0c\u7136\u540e\u5229\u7528\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u6839\u636e\u5b57\u5e55\u548c\u89c6\u9891\u5185\u5bb9\u751f\u6210\u95ee\u7b54\u5bf9\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2. \u65b9\u6cd5\u6982\u89c8<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6fa36b6af5fd734c88a2b2d1fcea5b4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6fa36b6af5fd734c88a2b2d1fcea5b4c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1aOla \u6a21\u578b\u7ed3\u6784\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5168\u6a21\u6001\u7ed3\u6784\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u5168\u6a21\u6001\u8f93\u5165\u7f16\u7801\uff1a\u57fa\u4e8e\u5148\u524d\u6587\u672c\u5230\u5355\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6210\u529f\u5b9e\u8df5\uff0c\u6211\u4eec\u5206\u522b\u5bf9\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u8f93\u5165\u8fdb\u884c\u7f16\u7801\u3002\u5bf9\u4e8e\u89c6\u89c9\u8f93\u5165\uff0c\u6211\u4eec\u4f7f\u7528\u4efb\u610f\u5206\u8fa8\u7387\u89c6\u89c9\u7f16\u7801\u5668 OryxViT \u8fdb\u884c\u7f16\u7801\uff0c\u4fdd\u7559\u6bcf\u4e2a\u56fe\u50cf\u6216\u5e27\u7684\u539f\u59cb\u5bbd\u9ad8\u6bd4\uff1b\u5bf9\u4e8e\u97f3\u9891\u8f93\u5165\uff0c\u6211\u4eec\u63d0\u51fa\u53cc\u7f16\u7801\u5668\u65b9\u6cd5\uff0c\u4f7f\u7528 Whisper-v3 \u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668\uff0cBEATs \u4f5c\u4e3a\u97f3\u4e50\u7f16\u7801\u5668\uff1b\u5bf9\u4e8e\u6587\u672c\u8f93\u5165\uff0c\u6211\u4eec\u76f4\u63a5\u4f7f\u7528\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u5d4c\u5165\u5c42\u6765\u5904\u7406\u6587\u672c\u6807\u8bb0\u3002<\/section>\n<section><\/section>\n<section>\u89c6\u89c9\u4e0e\u97f3\u9891\u8054\u5408\u5bf9\u9f50\uff1a\u5bf9\u9f50\u6a21\u5757\u5145\u5f53\u4ece\u7279\u5b9a\u6a21\u6001\u7a7a\u95f4\u5230\u6587\u672c\u5d4c\u5165\u7a7a\u95f4\u7684\u8f6c\u6362\u5668\uff0c\u8fd9\u662f\u5168\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5173\u952e\u90e8\u5206\u3002\u4e3a\u4e86\u63d0\u9ad8\u6548\u7387\u5e76\u51cf\u5c11\u89c6\u89c9\u7279\u5f81\u7684\u6807\u8bb0\u957f\u5ea6\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 \u201c\u5c40\u90e8 &#8211; \u5168\u5c40\u6ce8\u610f\u529b\u6c60\u5316\u201d \u5c42\uff0c\u4ee5\u5728\u51cf\u5c11\u4fe1\u606f\u635f\u5931\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u66f4\u597d\u7684\u4e0b\u91c7\u6837\u7279\u5f81\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u91c7\u7528\u53cc\u7ebf\u6027\u63d2\u503c\u8fdb\u884c 2 \u500d\u4e0b\u91c7\u6837\u4ee5\u83b7\u5f97\u5168\u5c40\u7279\u5f81\uff0c\u5c06\u539f\u59cb\u7279\u5f81\u548c\u5168\u5c40\u7279\u5f81\u7ed3\u5408\u7528\u4e8e\u5c40\u90e8 &#8211; \u5168\u5c40\u5d4c\u5165\uff0c\u5e76\u4f7f\u7528 Softmax \u9884\u6d4b\u6bcf\u4e2a\u4e0b\u91c7\u6837\u7a7a\u95f4\u533a\u57df\u7684\u91cd\u8981\u6027\uff0c\u6b64\u540e\u901a\u8fc7\u54c8\u8fbe\u739b\u79ef\u786e\u5b9a\u6bcf\u4e2a\u5148\u524d\u533a\u57df\u7684\u6743\u91cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42d82e23f50fdf4d9e9a51c1277b5cff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42d82e23f50fdf4d9e9a51c1277b5cff.png\"><\/a><\/section>\n<section>\u6211\u4eec\u53c2\u7167\u5148\u524d\u7684\u5de5\u4f5c\uff0c\u5e94\u7528\u4e24\u5c42\u975e\u7ebf\u6027 MLP \u5c06\u7279\u5b9a\u6a21\u6001\u7279\u5f81\u6295\u5f71\u5230\u8bed\u8a00\u7a7a\u95f4\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u6d41\u5f0f\u8bed\u97f3\u751f\u6210\uff1a\u6211\u4eec\u91c7\u7528 CosyVoice \u4f5c\u4e3a\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u89e3\u7801\u5668\u8fdb\u884c\u8bed\u97f3\u751f\u6210\u3002\u4e3a\u652f\u6301\u7528\u6237\u53cb\u597d\u7684\u6d41\u5f0f\u89e3\u7801\uff0c\u6211\u4eec\u5b9e\u65f6\u68c0\u6d4b\u751f\u6210\u7684\u6587\u672c\u6807\u8bb0\uff0c\u4e00\u65e6\u9047\u5230\u6807\u70b9\u7b26\u53f7\u5c31\u622a\u65ad\u53e5\u5b50\u3002\u968f\u540e\uff0c\u5c06\u524d\u4e00\u4e2a\u53e5\u5b50\u8f93\u5165\u8bed\u97f3\u89e3\u7801\u5668\u8fdb\u884c\u97f3\u9891\u5408\u6210\u3002\u56e0\u6b64\uff0cOla \u65e0\u9700\u7b49\u5f85\u6574\u4e2a\u53e5\u5b50\u5b8c\u6210\u5373\u53ef\u652f\u6301\u6d41\u5f0f\u89e3\u7801\u3002<\/section>\n<section><\/section>\n<section><strong>\u6e10\u8fdb\u5f0f\u6a21\u6001\u5bf9\u9f50\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>\u8bed\u8a00\u3001\u89c6\u89c9\u4e0e\u97f3\u9891\u4e4b\u95f4\u7684\u6a21\u6001\u5dee\u8ddd\uff1a\u901a\u8fc7\u63a2\u7d22\uff0c\u6211\u4eec\u8ba4\u8bc6\u5230\u5168\u6a21\u6001\u8bad\u7ec3\u4e2d\u7684\u4e24\u4e2a\u5173\u952e\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6a21\u6001\u5e73\u8861\uff1a\u76f4\u63a5\u5408\u5e76\u6765\u81ea\u6240\u6709\u6a21\u6001\u7684\u6570\u636e\u4f1a\u5bf9\u57fa\u51c6\u6027\u80fd\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u6587\u672c\u548c\u56fe\u50cf\u662f\u5168\u6a21\u6001\u5b66\u4e60\u4e2d\u7684\u6838\u5fc3\u6a21\u6001\uff0c\u800c\u8bed\u97f3\u548c\u89c6\u9891\u5206\u522b\u662f\u6587\u672c\u548c\u56fe\u50cf\u7684\u53d8\u4f53\u3002\u5b66\u4f1a\u8bc6\u522b\u6587\u672c\u548c\u56fe\u50cf\u53ef\u786e\u4fdd\u6a21\u578b\u5177\u5907\u57fa\u672c\u7684\u8de8\u6a21\u6001\u80fd\u529b\uff0c\u6240\u4ee5\u6211\u4eec\u4f18\u5148\u5904\u7406\u8fd9\u4e9b\u8f83\u96be\u7684\u60c5\u51b5\u3002\u968f\u540e\uff0c\u6211\u4eec\u9010\u6b65\u5c06\u89c6\u9891\u3001\u97f3\u9891\u548c\u8bed\u97f3\u7eb3\u5165\u5168\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u4e2d\u3002<\/section>\n<\/li>\n<li>\n<section>\u97f3\u9891\u4e0e\u89c6\u89c9\u4e4b\u95f4\u7684\u8054\u7cfb\uff1a\u5728\u5168\u6a21\u6001\u5b66\u4e60\u4e2d\uff0c\u8054\u5408\u5b66\u4e60\u97f3\u9891\u548c\u89c6\u89c9\u6570\u636e\u80fd\u591f\u901a\u8fc7\u63d0\u4f9b\u8de8\u4e0d\u540c\u6a21\u6001\u7684\u66f4\u5168\u9762\u89c6\u89d2\uff0c\u4ea7\u751f\u4ee4\u4eba\u60ca\u559c\u7684\u7ed3\u679c\u3002\u5bf9\u4e8e Ola \u6a21\u578b\uff0c\u6211\u4eec\u5c06\u89c6\u9891\u89c6\u4e3a\u97f3\u9891\u4e0e\u89c6\u89c9\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u56e0\u4e3a\u89c6\u9891\u5728\u5e27\u4e0e\u4f34\u968f\u97f3\u9891\u4e4b\u95f4\u5305\u542b\u81ea\u7136\u3001\u4e30\u5bcc\u4e14\u9ad8\u5ea6\u76f8\u5173\u7684\u4fe1\u606f\u3002\u6211\u4eec\u901a\u8fc7\u4f18\u5316\u8bad\u7ec3\u6d41\u7a0b\u548c\u51c6\u5907\u6709\u9488\u5bf9\u6027\u7684\u8bad\u7ec3\u6570\u636e\u6765\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bbe\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u6d41\u7a0b\u4e2d\uff0c\u8bad\u7ec3\u9636\u6bb5 1 \u4e3a<strong>\u6587\u672c &#8211; \u56fe\u50cf\u8bad\u7ec3<\/strong>\uff0c\u5305\u62ec MLP \u5bf9\u9f50\u3001\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4ee5\u53ca\u76d1\u7763\u5fae\u8c03\uff1b\u9636\u6bb5 2 \u4e3a<strong>\u56fe\u50cf\u4e0e\u89c6\u9891\u7684\u6301\u7eed\u8bad\u7ec3<\/strong>\uff0c\u5229\u7528\u89c6\u9891\u6570\u636e\u6301\u7eed\u6269\u5c55 Ola \u7684\u80fd\u529b\uff1b\u9636\u6bb5 3 \u4e3a<strong>\u901a\u8fc7\u89c6\u9891\u8fde\u63a5\u89c6\u89c9\u4e0e\u97f3\u9891<\/strong>\uff0c\u6211\u4eec\u9075\u5faa\u89c6\u89c9 MLP \u9002\u914d\u5668\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u540c\u65f6\u901a\u8fc7\u57fa\u672c\u7684 ASR \u4efb\u52a1\u521d\u59cb\u5316\u97f3\u9891 MLP\u3002\u7136\u540e\uff0c\u6211\u4eec\u5c06\u6587\u672c\u4e0e\u8bed\u97f3\u7406\u89e3\u3001\u6587\u672c\u4e0e\u97f3\u4e50\u7406\u89e3\u3001\u97f3\u9891\u4e0e\u89c6\u9891\u8054\u5408\u7406\u89e3\u4ee5\u53ca\u6700\u91cd\u8981\u7684\u6587\u672c &#8211; \u56fe\u50cf\u591a\u6a21\u6001\u4efb\u52a1\u6df7\u5408\u5728\u4e00\u8d77\u8fdb\u884c\u6b63\u5f0f\u8bad\u7ec3\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0cOla \u4e13\u6ce8\u4e8e\u5b66\u4e60\u97f3\u9891\u8bc6\u522b\u4ee5\u53ca\u8bc6\u522b\u89c6\u89c9\u4e0e\u97f3\u9891\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u4fbf\u5f97\u5230\u4e00\u4e2a\u80fd\u591f\u7efc\u5408\u7406\u89e3\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5168\u6a21\u6001\u8bad\u7ec3\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<section>\u56fe\u50cf\u6570\u636e\u4e2d\uff0c\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u4ece\u5f00\u6e90\u6570\u636e\u548c\u5185\u90e8\u6570\u636e\u4e2d\u6536\u96c6\u4e86\u7ea6 20M \u4e2a\u6587\u672c &#8211; \u56fe\u50cf\u6570\u636e\u5bf9\uff1b\u5bf9\u4e8e SFT \u6570\u636e\uff0c\u6211\u4eec\u4ece LLaVA-Onevision\u3001Cauldron\u3001Cambrian-1\u3001Mammoth-VL\u3001PixMo \u7b49\u6570\u636e\u96c6\u4e2d\u6df7\u5408\u4e86\u7ea6 7.3M \u56fe\u50cf\u8bad\u7ec3\u6570\u636e\u3002\u89c6\u9891\u6570\u636e\u4e2d\uff0c\u6211\u4eec\u4ece LLaVA-Video-178k\u3001VideoChatGPT-Plus\u3001LLaVA-Hound\u3001Cinepile \u4e2d\u6536\u96c6\u4e86 1.9M \u4e2a\u89c6\u9891\u5bf9\u8bdd\u6570\u636e\u3002\u97f3\u9891\u6570\u636e\u4e2d\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86 ASR\u3001\u97f3\u9891\u5b57\u5e55\u3001\u97f3\u9891\u95ee\u7b54\u3001\u97f3\u4e50\u5b57\u5e55\u3001\u97f3\u4e50\u95ee\u7b54\u7b49\u6587\u672c &#8211; \u8bed\u97f3\u7406\u89e3\u4efb\u52a1\uff0c\u603b\u4f53\u97f3\u9891\u8bad\u7ec3\u6570\u636e\u5305\u542b 1.1M \u4e2a\u6837\u672c\uff0c\u76f8\u5173\u7684\u6587\u672c\u95ee\u7b54\u8868\u793a\u5219\u4ece SALMONN \u6570\u636e\u96c6\u4e2d\u6536\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\u5730\uff0c\u6211\u4eec\u6784\u9020\u4e86\u4e00\u79cd<strong>\u8de8\u6a21\u6001\u89c6\u9891\u6570\u636e\u7684\u751f\u6210\u65b9\u6cd5<\/strong>\uff0c\u65e8\u5728\u63ed\u793a\u89c6\u9891\u4e0e\u97f3\u9891\u4e4b\u95f4\u7684\u5185\u5728\u5173\u7cfb\uff0c\u5f15\u5bfc\u5168\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5b66\u4e60\u8de8\u6a21\u6001\u4fe1\u606f\u3002\u73b0\u6709\u7684\u5927\u591a\u6570\u89c6\u9891\u8bad\u7ec3\u6570\u636e\u4ec5\u4ece\u5e27\u8f93\u5165\u8fdb\u884c\u6ce8\u91ca\u6216\u5408\u6210\uff0c\u5e38\u5e38\u5ffd\u7565\u4e86\u4f34\u968f\u97f3\u9891\u4e2d\u7684\u5b9d\u8d35\u4fe1\u606f\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u4e3a\u8de8\u6a21\u6001\u5b66\u4e60\u5f00\u53d1\u4e86\u4e24\u4e2a\u4efb\u52a1\uff1a<strong>\u89c6\u9891 &#8211; \u97f3\u9891\u95ee\u7b54\u548c\u89c6\u9891\u8bed\u97f3\u8bc6\u522b\u3002<\/strong>\u6211\u4eec\u4f7f\u7528\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u89c6\u9891\u548c\u76f8\u5e94\u5b57\u5e55\u751f\u6210\u95ee\u9898\u548c\u7b54\u6848\uff0c\u5e76\u8981\u6c42\u6a21\u578b\u4ee5\u5b57\u5e55\u8f93\u5165\u4e3a\u91cd\u70b9\uff0c\u540c\u65f6\u5c06\u89c6\u9891\u4f5c\u4e3a\u8865\u5145\u4fe1\u606f\u751f\u6210\u95ee\u7b54\u3002\u6211\u4eec\u4e3a\u6bcf\u4e2a\u89c6\u9891\u521b\u5efa\u4e86 3 \u4e2a\u95ee\u7b54\u5bf9\uff0c\u83b7\u53d6\u4e86 243k \u4e2a\u8de8\u6a21\u6001\u89c6\u9891 &#8211; \u97f3\u9891\u6570\u636e\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u7eb3\u5165\u4e86\u5305\u542b 83k \u4e2a\u8bad\u7ec3\u6570\u636e\u7684\u539f\u59cb\u89c6\u9891\u5b57\u5e55\u4efb\u52a1\uff0c\u4ee5\u5e2e\u52a9\u6a21\u578b\u5728\u5608\u6742\u73af\u5883\u4e2d\u4fdd\u6301\u5176\u8bed\u97f3\u8bc6\u522b\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5168\u6a21\u6001\u7406\u89e3<\/strong><\/section>\n<section><\/section>\n<section>\u4e0e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5168\u6a21\u6001\u6a21\u578b\u76f8\u6bd4\uff0cOla \u5728\u4e3b\u8981\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u6781\u5f3a\u7684\u7ade\u4e89\u529b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u56fe\u50cf\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cOla \u5728 MMBench-1.1 \u4e2d\u8fbe\u5230 84.3%\uff0c\u5728 MMStar \u4e0a\u8fbe\u5230 70.8%\uff0c\u5728 MMMU \u4e0a\u8fbe\u5230 57.0%\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u53c2\u6570\u6570\u91cf\u76f8\u8fd1\u7684\u76f8\u5173\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5728\u89c6\u9891\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cOla \u5728 VideoMME \u4e0a\u53d6\u5f97\u4e86 68.4% \u7684\u51c6\u786e\u7387\u3002\u5728\u97f3\u9891\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cOla \u5728 LibriSpeech \u4e0a\u7684 WER \u4e3a 3.1%\uff0c\u5728 AIR-Bench \u4e0a\u7684\u5e73\u5747\u5f97\u5206\u4e3a 6.41\uff0c\u8d85\u8fc7\u4e86\u73b0\u6709\u7684\u5168\u6a21\u6001\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-da7d3ca85ecf6bf748edaa1cf956523c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-da7d3ca85ecf6bf748edaa1cf956523c.png\"><\/a><\/section>\n<section><strong>\u97f3\u9891\u8bc4\u6d4b\u96c6\u4e0a\u7684\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u97f3\u9891\u8bc4\u6d4b\u96c6\u4e0a\u7684\u7ec6\u8282\u7ed3\u679c\u8868\u660e\uff0cOla \u76f8\u8f83\u4e8e\u73b0\u6709\u7684\u5168\u6a21\u6001\u6a21\u578b\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff0c\u751a\u81f3\u63a5\u8fd1\u4e13\u95e8\u7684\u97f3\u9891\u6a21\u578b\uff0c\u7a81\u663e\u4e86\u5176\u5f3a\u5927\u7684\u901a\u7528\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\u901a\u8fc7\u8de8\u6a21\u6001\u8054\u5408\u5b66\u4e60\uff0c\u6027\u80fd\u4ecd\u6709\u7a33\u5b9a\u63d0\u5347\u3002\u5c3d\u7ba1\u89c6\u9891\u97f3\u9891\u4e0e\u8bed\u97f3\u76f8\u5173\u6570\u636e\u96c6\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u5206\u5e03\u5dee\u5f02\uff0c\u4f46\u8fd9\u79cd\u63d0\u5347\u8868\u660e\u4e86\u89c6\u9891\u4e0e\u8bed\u97f3\u6a21\u6001\u4e4b\u95f4\u5b58\u5728\u7a33\u56fa\u7684\u8054\u7cfb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc22cc27829e0e79fb81a37303b80f75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc22cc27829e0e79fb81a37303b80f75.png\"><\/a><\/section>\n<section><strong>\u5168\u6a21\u6001\u8bad\u7ec3\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6bd4\u8f83\u5168\u6a21\u6001\u8bad\u7ec3\u524d\u540e\u7684\u7ed3\u679c\uff0c\u6211\u4eec\u53d1\u73b0\u5728 VideoMME \u4e0a\u7684\u6027\u80fd\u4ece 63.8% \u63d0\u5347\u5230\u4e86 64.4%\u3002\u6b64\u5916\uff0c\u5728\u539f\u59cb\u89c6\u9891\u4e2d\u52a0\u5165\u97f3\u9891\u6a21\u6001\u540e\uff0c\u6027\u80fd\u663e\u8457\u63d0\u5347\uff0c\u5728 VideoMME \u4e0a\u7684\u5206\u6570\u4ece 64.4% \u63d0\u9ad8\u5230\u4e86 68.4%\u3002\u8fd9\u4e9b\u53d1\u73b0\u8868\u660e\u97f3\u9891\u5305\u542b\u6709\u52a9\u4e8e\u63d0\u5347\u6574\u4f53\u8bc6\u522b\u6027\u80fd\u7684\u6709\u4ef7\u503c\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7ecf\u8fc7\u5168\u6a21\u6001\u8bad\u7ec3\u5e76\u8f93\u5165\u97f3\u9891\u7684 Ola \u51c6\u786e\u7387\u751a\u81f3\u8d85\u8fc7\u4e86\u4f7f\u7528\u539f\u59cb\u6587\u672c\u5b57\u5e55\u7684\u7ed3\u679c\uff0c\u603b\u4f53\u6027\u80fd\u8fbe\u5230 68.4%\uff0c\u800c\u4f7f\u7528\u539f\u59cb\u6587\u672c\u5b57\u5e55\u7684\u603b\u4f53\u6027\u80fd\u4e3a 67.1%\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5728\u67d0\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u97f3\u9891\u6570\u636e\u53ef\u80fd\u5305\u542b\u8d85\u51fa\u539f\u59cb\u6587\u672c\u4fe1\u606f\u7684\u66f4\u591a\u5185\u5bb9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a18478d4d694fa4c957b94683a8b08bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a18478d4d694fa4c957b94683a8b08bb.png\"><\/a><\/section>\n<section><strong>\u6e10\u8fdb\u5f0f\u6a21\u6001\u5bf9\u9f50\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8bc4\u4f30\u4e86\u6bcf\u4e2a\u9636\u6bb5\u4e2d\u95f4\u6a21\u578b\u7684\u57fa\u672c\u6027\u80fd\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u4ece\u56fe\u50cf\u3001\u89c6\u9891\u5230\u97f3\u9891\u7684\u6e10\u8fdb\u5f0f\u6a21\u6001\u8bad\u7ec3\u80fd\u591f\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u7559\u5148\u524d\u5b66\u5230\u7684\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-31872c544d657214f31d0d23d8289e4e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-31872c544d657214f31d0d23d8289e4e.png\"><\/a><\/section>\n<section><strong>4. \u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u63d0\u51fa\u4e86 Ola\uff0c\u8fd9\u662f\u4e00\u6b3e\u529f\u80fd\u5168\u9762\u4e14\u5f3a\u5927\u7684\u5168\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u9887\u5177\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002\u6211\u4eec\u57fa\u4e8e\u6e10\u8fdb\u5f0f\u6a21\u6001\u5bf9\u9f50\u7b56\u7565\u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4e3a\u8bad\u7ec3\u5168\u6a21\u6001\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u81ea\u7136\u3001\u9ad8\u6548\u4e14\u5177\u7ade\u4e89\u529b\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u901a\u8fc7\u652f\u6301\u5168\u6a21\u6001\u8f93\u5165\u548c\u6d41\u5f0f\u89e3\u7801\u7684\u67b6\u6784\u8bbe\u8ba1\u6539\u8fdb\uff0c\u4ee5\u53ca\u9ad8\u8d28\u91cf\u8de8\u6a21\u6001\u89c6\u9891\u6570\u636e\u7684\u51c6\u5907\uff0c\u8fdb\u4e00\u6b65\u62d3\u5c55\u4e86 Ola \u7684\u80fd\u529b\u3002\u6211\u4eec\u671f\u671b\u8fd9\u9879\u5de5\u4f5c\u80fd\u591f\u542f\u53d1\u672a\u6765\u5bf9\u66f4\u901a\u7528\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u7814\u7a76\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-18-4\" target=\"_blank\">\u6700\u5f3a\u5168\u6a21\u6001\u6a21\u578bOla-7B\u6a2a\u626b\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u4e3b\u6d41\u699c\u5355\uff0c\u817e\u8baf\u6df7\u5143Research&amp;\u6e05\u534e&amp;NTU\u8054\u624b\u6253\u9020<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6700\u5f3a\u5168\u6a21\u6001\u6a21\u578bOla- [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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