{"id":23785,"date":"2025-01-14T09:45:00","date_gmt":"2025-01-14T01:45:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=23785"},"modified":"2025-02-07T19:44:50","modified_gmt":"2025-02-07T11:44:50","slug":"minicpm-o-2-6","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/01\/14\/minicpm-o-2-6\/","title":{"rendered":"MiniCPM-o 2.6: \u7aef\u4fa7\u53ef\u7528\u7684 GPT-4o \u7ea7\u89c6\u89c9\u3001\u8bed\u97f3\u3001\u591a\u6a21\u6001\u5b9e\u65f6\u6d41\u5f0f\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul><li><em><strong>Github\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/OpenBMB\/MiniCPM-o\" target=\"_blank\">https:\/\/github.com\/OpenBMB\/MiniCPM-o<\/a><\/strong><\/em> <strong>\u3010\u5fae\u8c03\u548c\u63a8\u7406\u4ee3\u7801\u5f00\u6e90\u3011<\/strong><\/li><li><strong><em>Online Demo&nbsp;<a href=\"https:\/\/minicpm-omni-webdemo-us.modelbest.cn\/\">US<\/a>\/<a href=\"https:\/\/minicpm-omni-webdemo.modelbest.cn\/\">CN<\/a><\/em><\/strong><\/li><li><strong>MiniCPM-o 2.6&nbsp;<a href=\"https:\/\/huggingface.co\/openbmb\/MiniCPM-o-2_6\">\ud83e\udd17<\/a>&nbsp;<a href=\"https:\/\/minicpm-omni-webdemo.modelbest.cn\/\">\u56fd\u5185\ud83e\udd16<\/a>&nbsp;<a href=\"https:\/\/minicpm-omni-webdemo-us.modelbest.cn\/\">\u56fd\u5916\ud83e\udd16<\/a>&nbsp;| MiniCPM-V 2.6&nbsp;<a href=\"https:\/\/huggingface.co\/openbmb\/MiniCPM-V-2_6\">\ud83e\udd17<\/a>&nbsp;<a href=\"http:\/\/120.92.209.146:8887\/\">\ud83e\udd16<\/a>&nbsp;| \ud83d\udcc4 \u6280\u672f\u62a5\u544a [<a href=\"https:\/\/openbmb.notion.site\/MiniCPM-o-2-6-GPT-4o-188ede1b7a558084b3aedd669cb80730\">\u4e2d\u6587<\/a>\/<a href=\"https:\/\/openbmb.notion.site\/MiniCPM-o-2-6-A-GPT-4o-Level-MLLM-for-Vision-Speech-and-Multimodal-Live-Streaming-on-Your-Phone-185ede1b7a558042b5d5e45e6b237da9\">English<\/a>]<\/strong><\/li><\/ul>\n\n\n\n<p>\u27a4 \u9879\u76ee\u7f51\u7ad9 <img alt=\"\ud83d\udd17\" src=\"blob:http:\/\/139.9.1.231\/b9c806cc-9157-472f-ad6e-a2deca93c932\"><a href=\"https:\/\/github.com\/OpenBMB\/MiniCPM-o\">https:\/\/github.com\/OpenBMB\/MiniCPM-o<\/a><\/p>\n\n\n\n<p>\u27a4 \u6a21\u578b\u6743\u91cd <img alt=\"\ud83d\udd17\" src=\"blob:http:\/\/139.9.1.231\/5d3f5ca1-1c05-42ab-8b51-b64551060165\"><a href=\"https:\/\/huggingface.co\/openbmb\/MiniCPM-o-2_6\">https:\/\/huggingface.co\/openbmb\/MiniCPM-o-2_6<\/a><\/p>\n\n\n\n<p>                     <img alt=\"\ud83d\udd17\" src=\"blob:http:\/\/139.9.1.231\/56c5f439-a303-4232-b2a6-2b3a15b1ec31\"><a href=\"https:\/\/modelscope.cn\/models\/OpenBMB\/MiniCPM-o-2_6\">https:\/\/modelscope.cn\/models\/OpenBMB\/MiniCPM-o-2_6<\/a><\/p>\n\n\n\n<p>\u27a4 Demo <a href=\"https:\/\/minicpm-omni-webdemo-us.modelbest.cn\/\">https:\/\/minicpm-omni-webdemo-us.modelbest.cn\/<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/modelbest.feishu.cn\/wiki\/RnjjwnUT7idMSdklQcacd2ktnyN\" target=\"_blank\"><strong>MiniCPM-o 2.6\u90e8\u7f72\u6559\u7a0b<\/strong><\/a>   <strong>\u8be6\u7ec6\u7684\u90e8\u7f72\u6559\u7a0b\u8bf7\u53c2\u8003<a one-link-mark=\"yes\" href=\"https:\/\/modelbest.feishu.cn\/wiki\/RnjjwnUT7idMSdklQcacd2ktnyN\">\u6587\u6863<\/a>\u3002<\/strong><\/p>\n\n\n\n\n\n<h2>\u7b80\u4ecb<\/h2>\n\n\n\n<p>\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u84ec\u52c3\u53d1\u5c55\u59cb\u4e8e\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u5176\u4e2d\u5f00\u6e90\u793e\u533a\u5728\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u65b9\u9762\u5b9e\u73b0\u4e86\u8d8a\u6765\u8d8a\u5f3a\u7684\u6027\u80fd\u8868\u73b0\u3002\u7136\u800c\uff0c\u6211\u4eec\u7684\u7269\u7406\u4e16\u754c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5e76\u884c\u7684\u8fde\u7eed\u591a\u6a21\u6001\u4fe1\u606f\u6d41\uff0c\u800c\u5f53\u524d\u5927\u591a\u6570\u591a\u6a21\u6001\u5927\u6a21\u578b\u7f3a\u4e4f\u5904\u7406\u8fd9\u6837\u4fe1\u606f\u6d41\u7684\u80fd\u529b\u3002\u6700\u8fd1\u7684 GPT-4o \u548c Gemini 2.0 \u7b49\u7a81\u7834\u6027\u5de5\u4f5c\u8fc8\u51fa\u4e86\u671d\u8fd9\u4e2a\u76ee\u6807\u7684\u7b2c\u4e00\u6b65\uff0c\u4e3a\u9886\u57df\u7684\u672a\u6765\u53d1\u5c55\u5efa\u7acb\u4e86\u96c4\u5fc3\u52c3\u52c3\u4e14\u5145\u6ee1\u5e0c\u671b\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4fc3\u8fdb\u5f00\u6e90\u793e\u533a\u7684\u63a2\u7d22\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 MiniCPM-o 2.6\uff0c\u4e00\u4e2a\u4ece MiniCPM-V \u7cfb\u5217\u5347\u7ea7\u800c\u6765\u7684\u6700\u65b0\u6027\u80fd\u6700\u4f73\u7684\u7aef\u4fa7\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002\u8be5\u6a21\u578b\u63a5\u53d7\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6587\u672c\u548c\u97f3\u9891\u8f93\u5165\uff0c\u5e76\u4ee5\u7aef\u5230\u7aef\u65b9\u5f0f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u548c\u8bed\u97f3\u8f93\u51fa\u3002\u867d\u7136\u603b\u53c2\u6570\u91cf\u4ec5\u6709 8B\uff0c<strong>MiniCPM-o 2.6 \u7684\u89c6\u89c9\u3001\u8bed\u97f3\u548c\u591a\u6a21\u6001\u6d41\u5f0f\u80fd\u529b\u8fbe\u5230\u4e86 GPT-4o-202405 \u7ea7\u522b<\/strong>\uff0c\u662f\u5f00\u6e90\u793e\u533a\u4e2d\u6a21\u6001\u652f\u6301\u6700\u4e30\u5bcc\u3001\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b\u4e4b\u4e00\u3002\u5176\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u9886\u5148\u7684\u89c6\u89c9\u80fd\u529b\u3002<\/strong> MiniCPM-o 2.6 \u5728 OpenCompass \u699c\u5355\u4e0a\uff08\u7efc\u5408 8 \u4e2a\u4e3b\u6d41\u591a\u6a21\u6001\u8bc4\u6d4b\u57fa\u51c6\uff09\u5e73\u5747\u5f97\u5206 70.2\uff0c\u4ee5 8B \u91cf\u7ea7\u7684\u5927\u5c0f\u5728\u5355\u56fe\u7406\u89e3\u65b9\u9762\u8d85\u8d8a\u4e86 GPT-4o-202405\u3001Gemini 1.5 Pro \u548c Claude 3.5 Sonnet \u7b49\u4e3b\u6d41\u5546\u7528\u95ed\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5b83\u7684\u591a\u56fe\u548c\u89c6\u9891\u7406\u89e3\u8868\u73b0\u4e5f\u4f18\u4e8e GPT-4V \u548c Claude 3.5 Sonnet\uff0c\u5e76\u5c55\u73b0\u51fa\u4e86\u4f18\u79c0\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002<\/li><li><strong>\u51fa\u8272\u7684\u8bed\u97f3\u80fd\u529b\u3002<\/strong>&nbsp;MiniCPM-o 2.6&nbsp;\u652f\u6301\u53ef\u914d\u7f6e\u58f0\u97f3\u7684\u4e2d\u82f1\u53cc\u8bed\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u3002MiniCPM-o 2.6 \u5728\u8bed\u97f3\u7406\u89e3\u4efb\u52a1\uff08\u5982 ASR \u548c STT \u7b49\uff09\u4f18\u4e8e GPT-4o-realtime\uff0c\u5e76\u5728\u8bed\u97f3\u5bf9\u8bdd\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u8bc4\u4f30\u4e2d\u5c55\u73b0\u4e86\u5f00\u6e90\u793e\u533a\u6700\u4f73\u7684\u8bed\u97f3\u751f\u6210\u6027\u80fd\u3002\u5b83\u8fd8\u652f\u6301\u60c5\u7eea\/\u8bed\u901f\/\u98ce\u683c\u63a7\u5236\u3001\u8bed\u97f3\u514b\u9686\u3001\u89d2\u8272\u626e\u6f14\u7b49\u8fdb\u9636\u80fd\u529b\u3002<\/li><li><strong>\u5f3a\u5927\u7684\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\u80fd\u529b\u3002<\/strong>&nbsp;\u4f5c\u4e3a\u4e00\u9879\u65b0\u529f\u80fd\uff0cMiniCPM-o 2.6 \u80fd\u591f\u63a5\u53d7\u8fde\u7eed\u7684\u89c6\u9891\u548c\u97f3\u9891\u6d41\uff0c\u5e76\u548c\u7528\u6237\u8fdb\u884c\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u3002\u5728\u7efc\u5408\u8bc4\u6d4b\u57fa\u51c6 StreamingBench \u4e2d\uff08\u5305\u542b\u5b9e\u65f6\u89c6\u9891\u7406\u89e3\u3001\u5168\u6a21\u6001\u89c6\u97f3\u9891\u7406\u89e3\u3001\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7406\u89e3\u4e09\u5927\u7c7b\u8bc4\u6d4b\uff09\uff0cMiniCPM-o 2.6 \u53d6\u5f97\u5f00\u6e90\u793e\u533a\u6700\u4f73\u6c34\u5e73\uff0c\u5e76\u8d85\u8fc7\u4e86 GPT-4o-202408 \u548c Claude 3.5 Sonnet\u3002<\/li><li><strong>\u5f3a\u5927\u7684 OCR \u80fd\u529b\u53ca\u5176\u4ed6\u529f\u80fd\u3002<\/strong>&nbsp;MiniCPM-o 2.6 \u8fdb\u4e00\u6b65\u4f18\u5316\u4e86 MiniCPM-V 2.6 \u7684\u4f17\u591a\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u5904\u7406\u4efb\u610f\u957f\u5bbd\u6bd4\u7684\u9ad8\u6e05\u56fe\u50cf\uff0c\u50cf\u7d20\u6570\u53ef\u8fbe 180 \u4e07\uff08\u5982 1344&#215;1344\u50cf\u7d20\uff09\u3002\u5728 OCRBench \u4e0a\u53d6\u5f97 25B \u4ee5\u4e0b\u6700\u4f73\u6c34\u5e73\uff0c\u8d85\u8fc7 GPT-4o-202405 \u7b49\u5546\u7528\u95ed\u6e90\u6a21\u578b\u3002\u57fa\u4e8e\u6700\u65b0\u7684&nbsp;<a href=\"https:\/\/rlhf-v.github.io\/\">RLHF-V<\/a>\u3001<a href=\"https:\/\/github.com\/RLHF-V\/RLAIF-V\/\">RLAIF-V<\/a>&nbsp;\u548c&nbsp;<a href=\"https:\/\/github.com\/OpenBMB\/VisCPM\">VisCPM<\/a>&nbsp;\u6280\u672f\uff0c\u8be5\u6a21\u578b\u5177\u5907\u4e86\u53ef\u4fe1\u7684\u591a\u6a21\u6001\u884c\u4e3a\uff0c\u5728 MMHal-Bench \u4e0a\u8d85\u8fc7\u4e86 GPT-4o \u548c Claude 3.5\uff0c\u5e76\u652f\u6301\u82f1\u8bed\u3001\u4e2d\u6587\u3001\u5fb7\u8bed\u3001\u6cd5\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u97e9\u8bed\u7b4930\u591a\u79cd\u8bed\u8a00\u7684\u591a\u6a21\u6001\u4ea4\u4e92\u3002<\/li><li><strong>\u5353\u8d8a\u7684\u6548\u7387\u3002<\/strong> &nbsp;\u9664\u4e86\u5bf9\u4e2a\u4eba\u7528\u6237\u53cb\u597d\u7684\u6a21\u578b\u5927\u5c0f\uff0cMiniCPM-o 2.6 \u8fd8\u8868\u73b0\u51fa\u6700\u5148\u8fdb\u7684\u89c6\u89c9 token \u5bc6\u5ea6\uff08\u5373\u6bcf\u4e2a\u89c6\u89c9 token \u7f16\u7801\u7684\u50cf\u7d20\u6570\u91cf\uff09\u3002\u5b83\u4ec5\u9700 640 \u4e2a token \u5373\u53ef\u7f16\u7801 180 \u4e07\u50cf\u7d20\u56fe\u50cf\uff0c\u6bd4\u5927\u591a\u6570\u6a21\u578b\u5c11 75%\u3002\u8fd9\u4e00\u7279\u6027\u663e\u8457\u4f18\u5316\u4e86\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3001\u9996 token \u5ef6\u8fdf\u3001\u5185\u5b58\u5360\u7528\u548c\u529f\u8017\u3002\u56e0\u6b64\uff0cMiniCPM-o 2.6 \u53ef\u4ee5\u9996\u6b21\u652f\u6301 iPad \u7b49\u7ec8\u7aef\u8bbe\u5907\u4e0a\u7684\u9ad8\u6548\u591a\u6a21\u6001\u5b9e\u65f6\u6d41\u5f0f\u4ea4\u4e92\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"503\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-10-1024x503.png\" alt=\"\" class=\"wp-image-24458\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-10-1024x503.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-10-300x147.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-10-768x377.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-10.png 1081w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u591a\u6a21\u6001\u5927\u6a21\u578b\u53d1\u5c55\u8d8b\u52bf\u3002\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u6027\u80fd\u6301\u7eed\u589e\u5f3a\uff0c\u5e76\u5728\u771f\u5b9e\u4e16\u754c\u7684\u6d41\u5f0f\u573a\u666f\u4e2d\u652f\u6301\u8d8a\u6765\u8d8a\u591a\u7684\u6a21\u6001\u80fd\u529b\u3002\u4e0e\u4f20\u7edf\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u7ebf\u6027\u53d1\u5c55\u4e0d\u540c\uff0c\u8fd9\u79cd\u53d1\u5c55\u8d8b\u52bf\u66f4\u52a0\u591a\u7ef4\uff0c\u5c31\u50cf\u6500\u767b\u6df1\u5904\u7684\u5c71\u5cf0\u4e00\u6837\uff0c\u53ef\u80fd\u8574\u542b\u66f4\u591a\u53d8\u9769\u6027\u7684\u5b9d\u85cf\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6211\u4eec\u5c06\u4ecb\u7ecd MiniCPM-o 2.6 \u4e2d\u6240\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u53ca\u5176\u76f8\u5e94\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p> \ud83e\udd14 <strong>\u5982\u4f55\u5b9e\u73b0\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\uff1f<\/strong><\/p>\n\n\n\n<p>\u4eba\u7c7b\u80fd\u591f\u6301\u7eed\u611f\u77e5\u6765\u81ea\u73af\u5883\u7684\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u4fe1\u606f\u6d41\uff0c\u5e76\u4ee5\u8f83\u4f4e\u5ef6\u8fdf\u751f\u6210\u8bed\u97f3\u548c\u6587\u672c\u56de\u590d\uff0c\u4f46\u8fd9\u5bf9\u5f53\u524d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u6765\u8bf4\u662f\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 <strong>1. \u6211\u4eec\u5c06\u5404\u6a21\u6001\u7684\u79bb\u7ebf\u7f16\u7801\/\u89e3\u7801\u5668\u6539\u9020\u4e3a\u652f\u6301\u5728\u7ebf\u6a21\u5f0f\uff0c\u4ece\u800c\u652f\u6301\u6d41\u5f0f\u8f93\u5165\/\u8f93\u51fa\u5904\u7406\u3002<\/strong><\/p>\n\n\n\n<p>\u5927\u591a\u6570\u6a21\u6001\u7684\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u90fd\u662f\u79bb\u7ebf\u7684\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5fc5\u987b\u7b49\u5f85\u5b8c\u6574\u7684\u89c6\u89c9\/\u97f3\u9891\u8f93\u5165\u7684\u7f16\u7801\u5b8c\u6210\u540e\u624d\u80fd\u8fdb\u884c\u5904\u7406\uff0c\u7528\u6237\u4e5f\u5fc5\u987b\u7b49\u5f85\u8bed\u97f3\u5b8c\u6574\u751f\u6210\u540e\u624d\u80fd\u6536\u542c\u3002\u6211\u4eec\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u5c06\u4e0d\u540c\u6a21\u6001\u7684\u8f93\u5165\/\u8f93\u51fa\u6d41\u5206\u5272\u6210\u5c0f\u5757\uff0c\u5e76\u4ee5\u5757\u4e3a\u5355\u4f4d\u8fdb\u884c\u7f16\u7801\/\u89e3\u7801\u4ee5\u5b9e\u73b0\u66f4\u4f4e\u7684\u5ef6\u8fdf\u3002\u5bf9\u4e8e\u8bed\u97f3\u751f\u6210\u6765\u8bf4\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd<strong>\u65b0\u9896\u7684\u6d41\u5f0f\u6ce8\u610f\u529b\u7b56\u7565\u4f7f\u89e3\u7801\u5668\u80fd\u591f\u5728\u63a5\u6536\u5230\u7b2c\u4e00\u4e2a\u6587\u672c\u5757\u65f6\u5c31\u5f00\u59cb\u751f\u6210\u97f3\u9891\u3002<\/strong><\/p>\n\n\n\n<p>\ud83d\udca1 <strong>2. \u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u6a21\u6001\u65f6\u5206\u590d\u7528\u673a\u5236\u6765\u5904\u7406\u5e76\u884c\u591a\u6a21\u6001\u6d41\u3002<\/strong><\/p>\n\n\n\n<p>\u501f\u9274\u901a\u4fe1\u9886\u57df\u7684\u65f6\u5206\u590d\u7528\u6280\u672f\uff0c\u6211\u4eec<strong>\u5c06\u6bcf\u4e2a\u6a21\u6001\u7684\u4fe1\u606f\u6d41\u5206\u5272\u6210\u5c0f\u5757\uff08\u6bcf\u79d2\u4e00\u5757\uff09\uff0c\u5e76\u5c06\u540c\u4e00\u79d2\u5185\u7684\u6240\u6709\u6a21\u6001\u4fe1\u606f\u7ec4\u5408\u6210\u4e00\u4e2a\u7d27\u51d1\u7684\u5e8f\u5217\u5355\u5143\u8f93\u5165\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72<\/strong>\u3002\u57fa\u4e8e\u8fd9\u4e2a\u7b56\u7565\uff0c\u4e3b\u5e72\u6a21\u578b\u53ef\u4ee5\u9ad8\u6548\u5730\u5728\u7ebf\u5904\u7406\u591a\u6a21\u6001\u4fe1\u606f\u6d41\u3002<\/p>\n\n\n\n<p> \ud83e\udd14 <strong>\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684\u7aef\u5230\u7aef\u58f0\u97f3\u3001\u60c5\u611f\u3001\u53e3\u97f3\u548c\u8bed\u901f\u53ef\u63a7\u7684\u8bed\u97f3\u5bf9\u8bdd\uff1f<\/strong><\/p>\n\n\n\n<p>\u5927\u591a\u6570\u4f20\u7edf\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u90fd\u662f\u57fa\u4e8e ASR-LLM-TTS \u6d41\u6c34\u7ebf\u5b9e\u73b0\u7684\uff0c\u4f1a\u4e22\u5931\u5927\u91cf\u7528\u6237\u590d\u6742\u60c5\u611f\u548c\u73af\u5883\u58f0\u97f3\u7b49\u7ec6\u7c92\u5ea6\u4fe1\u606f\u3002\u800c\u76f4\u63a5\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u97f3\u9891 token \u7684\u7aef\u5230\u7aef\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u90fd\u5b58\u5728\u8ba1\u7b97\u6548\u7387\u4f4e\u7684\u95ee\u9898\uff0c\u4e14\u8bad\u7ec3\u65f6\u6570\u636e\u6548\u7387\u4e5f\u8f83\u4f4e\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 <strong>\u6211\u4eec\u57fa\u4e8e\u6df7\u5408\u7684\u7aef\u5230\u7aef\u67b6\u6784\u5728\u81ea\u7136\u8bed\u97f3\u4e0a\u8fdb\u884c\u4e86\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u3002<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u540c\u65f6\u901a\u8fc7<strong>\u8fde\u7eed\u7279\u5f81\u548c\u6587\u672c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u8bed\u97f3\u89e3\u7801\u5668\u8fde\u63a5\u8d77\u6765<\/strong>\u3002\u5927\u8bed\u8a00\u6a21\u578b\u4ea7\u751f\u7684\u8fde\u7eed\u7279\u5f81\u786e\u4fdd\u8bed\u97f3\u76d1\u7763\u4fe1\u53f7\u80fd\u591f\u4ee5\u7aef\u5230\u7aef\u65b9\u5f0f\u53cd\u5411\u4f20\u64ad\u5230\u5168\u90e8\u6a21\u578b\u53c2\u6570\uff0c\u4ece\u800c\u652f\u6301\u66f4\u9ad8\u7684\u80fd\u529b\u4e0a\u9650\u3002\u6587\u672c\u8fde\u63a5\u5219\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8bed\u4e49\u63a7\u5236\u5e76\u51cf\u5c11\u4e86\u8bad\u7ec3\u6570\u636e\u9700\u6c42\u3002\u4e3a\u4e86\u5b66\u4e60\u4e30\u5bcc\u7684\u7ec6\u7c92\u5ea6\u8bed\u97f3\u77e5\u8bc6\uff0c\u6211\u4eec\u5728\u81ea\u7136\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u4e86\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5c06\u6a21\u578b\u4e0e\u7528\u6237\u6307\u4ee4\u5bf9\u9f50\u3002<\/p>\n\n\n\n<h2>\u7aef\u5230\u7aef\u5168\u6a21\u6001\u67b6\u6784<\/h2>\n\n\n\n<p>\u6211\u4eec\u9996\u5148\u4ecb\u7ecd MiniCPM-o 2.6 \u7684\u7aef\u5230\u7aef\u5168\u6a21\u6001\u6574\u4f53\u67b6\u6784\u3002\u8be5\u6a21\u578b\u57fa\u4e8eSigLip-400M\u3001Whisper-medium-300M\u3001ChatTTS-200M \u548c Qwen2.5-7B-Instruct\uff0c\u603b\u5171\u6709 8B \u53c2\u6570\u3002\u6574\u4f53\u67b6\u6784\u5982\u4e0b\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"604\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-39-1024x604.png\" alt=\"\" class=\"wp-image-23798\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-39-1024x604.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-39-300x177.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-39-768x453.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-39.png 1165w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3><strong>\u7aef\u5230\u7aef\u8bed\u97f3\u5efa\u6a21<\/strong><\/h3>\n\n\n\n<p>\u5927\u591a\u6570\u73b0\u6709\u7684\u591a\u6a21\u6001\u6a21\u578b\u4f9d\u8d56 ASR \u548c TTS \u5de5\u5177\u642d\u5efa\u6d41\u6c34\u7ebf\u6765\u7406\u89e3\u548c\u751f\u6210\u8bed\u97f3\uff0c\u5bfc\u81f4\u4e86\u660e\u663e\u7684\u8bed\u97f3\u4fe1\u606f\u635f\u5931\u548c\u6bd4\u8f83\u6709\u9650\u7684\u8bed\u97f3\u63a7\u5236\u80fd\u529b\u3002\u6211\u4eec\u63d0\u51fa\u4e00\u79cd\u6df7\u5408\u8fde\u63a5\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u5efa\u6a21\u67b6\u6784\uff0c\u5728\u4fdd\u8bc1\u6a21\u578b\u80fd\u529b\u4e0a\u9650\u7684\u540c\u65f6\u5177\u5907\u4f18\u79c0\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n<h4><strong>\u97f3\u9891\u7f16\u7801<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u9996\u5148\u4f7f\u7528 Whisper \u7f16\u7801\u97f3\u9891\u8f93\u5165\uff0c\u7136\u540e\u8fdb\u4e00\u6b65\u538b\u7f29\u5176\u7279\u5f81\u8868\u793a\u6765\u51cf\u5c0f\u540e\u7eed\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cWhisper \u7f16\u7801\u5668\u4f1a\u4e3a\u6bcf\u79d2\u97f3\u9891\u751f\u6210 50 \u4e2a token\u3002\u53d7 LLaVA-UHD \u7684\u542f\u53d1\uff0c\u6211\u4eec\u5728\u5c06\u97f3\u9891 token \u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u4e4b\u524d\u4f1a\u8fdb\u4e00\u6b65\u538b\u7f29\u97f3\u9891 token\uff0c\u4ee5\u63d0\u9ad8 token \u4fe1\u606f\u5bc6\u5ea6\u548c\u8ba1\u7b97\u6548\u7387\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u4ece 50 token\/\u79d2\u538b\u7f29\u5230 25 token\/\u79d2\u65f6\uff0c\u9020\u6210\u7684\u4fe1\u606f\u635f\u5931\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\uff0c\u5e76\u53ef\u63d0\u9ad8\u8fd1\u4e00\u500d\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n<h4><strong>\u8bed\u97f3\u89e3\u7801<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u8bed\u97f3\u8f93\u51fa\u7684\u7cbe\u7ec6\u63a7\u5236\uff0c\u6211\u4eec\u9996\u5148\u4ece\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u4e2d\u83b7\u5f97\u8fde\u7eed\u7279\u5f81\u4f5c\u4e3a speech embedding\uff0c\u7136\u540e\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u7ee7\u7eed\u751f\u6210\u6587\u672c\u3002<strong>speech embedding \u548c\u751f\u6210\u7684\u6587\u672c\u540c\u65f6\u4f1a\u8f93\u5165\u7ed9\u89e3\u7801\u5668\u4f5c\u4e3a\u751f\u6210\u8bed\u97f3\u6885\u5c14\u8c31\u7684\u63a7\u5236\u6761\u4ef6<\/strong>\u3002MiniCPM-o 2.6 \u4f7f\u7528\u4e86\u521d\u59cb\u5316\u81ea ChatTTS \u7684\u8f7b\u91cf\u7ea7\u81ea\u56de\u5f52\u8bed\u97f3\u89e3\u7801\u5668\u6765\u8054\u5408\u5efa\u6a21\u8f93\u5165\u7684 speech embedding\u3001\u6587\u672c\u548c\u8f93\u51fa\u7684\u97f3\u9891 token\u3002<\/p>\n\n\n\n<h4><strong>\u8bed\u97f3\u5230\u8bed\u97f3\u67b6\u6784<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u76f4\u63a5\u901a\u8fc7\u7f16\u7801\u540e\u7684\u97f3\u9891\u7279\u5f81\uff08\u4e0d\u4f7f\u7528 ASR\uff09\u5c06\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u8fde\u63a5\u8d77\u6765\u3002\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3\u89e3\u7801\u5668\u5219\u4ee5\u6df7\u5408\u65b9\u5f0f\u8fde\u63a5\uff1a<strong>\uff081\uff09speech embedding \u8fde\u7eed\u7279\u5f81\u63a7\u5236\u8bed\u97f3\u3001\u60c5\u611f\u3001\u53e3\u97f3\u53ca\u5176\u4ed6\u7ec6\u7c92\u5ea6\u8bed\u97f3\u7279\u5f81\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6765\u81ea\u8bed\u97f3\u89e3\u7801\u5668\u7684\u68af\u5ea6\u4f1a\u53cd\u5411\u4f20\u64ad\u5230\u5305\u542b\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u548c\u97f3\u9891\u7f16\u7801\u5668\u7684\u6574\u4e2a\u6a21\u578b\u53c2\u6570\u3002\u6a21\u578b\u901a\u8fc7\u7aef\u5230\u7aef\u65b9\u5f0f\u8bad\u7ec3\uff0c\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55\u4e2d\u95f4\u635f\u5931\u548c\u76d1\u7763\u3002\uff082\uff09\u6211\u4eec\u8fd8\u5c06\u6765\u81ea\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6587\u672c\u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u6765\u63d0\u4f9b\u66f4\u597d\u7684\u8bed\u4e49\u63a7\u5236\u548c\u8bad\u7ec3\u6570\u636e\u6548\u7387\u3002<\/strong><\/p>\n\n\n\n<p>\u5f97\u76ca\u4e8e\u7aef\u5230\u7aef\u7684\u67b6\u6784\u8bbe\u8ba1\uff0cMiniCPM-o 2.6 \u6210\u4e3a\u9996\u4e2a\u652f\u6301\u7aef\u5230\u7aef\u8bed\u97f3\u514b\u9686\u7684\u901a\u7528\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u3002\u6211\u4eec\u53d1\u73b0 MiniCPM-o 2.6 \u5728\u8bed\u97f3\u514b\u9686\u4efb\u52a1\u4e2d\u53ef\u4ee5\u8fbe\u5230\u4e0e\u4e00\u4e9b\u4e13\u4e1a TTS \u5de5\u5177\u76f8\u8fd1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"240\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-11-1024x240.png\" alt=\"\" class=\"wp-image-24473\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-11-1024x240.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-11-300x70.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-11-768x180.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-11.png 1093w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>\u7aef\u5230\u7aef\u89c6\u89c9\u7406\u89e3<\/h3>\n\n\n\n<p>MiniCPM-o 2.6 \u91c7\u7528 LLaVA-UHD \u7684\u81ea\u9002\u5e94\u89c6\u89c9\u7f16\u7801\u65b9\u6848\u4ee5\u5b9e\u73b0\u9ad8\u6e05\u89c6\u89c9\u7406\u89e3\uff0c\u652f\u6301\u5904\u7406\u6700\u9ad8 180 \u4e07\u50cf\u7d20\uff08\u4f8b\u5982 1344&#215;1344\uff09\u7684\u4efb\u610f\u957f\u5bbd\u6bd4\u56fe\u50cf\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec<strong>\u5148\u5c06\u56fe\u50cf\u5212\u5206\u4e3a\u591a\u4e2a\u5207\u7247<\/strong>\uff0c\u4f7f\u5f97\u6bcf\u4e2a\u5207\u7247\u5728\u5206\u8fa8\u7387\u548c\u957f\u5bbd\u6bd4\u65b9\u9762\u63a5\u8fd1 ViT \u7684\u9884\u8bad\u7ec3\u8bbe\u7f6e\u3002\u4e3a\u4e86\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff0c\u6211\u4eec\u652f\u6301\u6bcf\u5f20\u56fe\u50cf\u6700\u591a 9 \u4e2a\u5207\u7247\u3002\u7136\u540e\u6211\u4eec<strong>\u5c06\u6bcf\u4e2a\u5207\u7247\u53ca\u539f\u59cb\u5b8c\u6574\u56fe\u50cf\u8f93\u5165\u7ed9 SigLIP \u4ee5\u83b7\u53d6\u89c6\u89c9\u7279\u5f81<\/strong>\u3002\u6700\u540e\uff0c\u6211\u4eec\u5e94\u7528 perceiver resampler \u5c06<strong>\u6bcf\u4e2a\u56fe\u50cf\u5207\u7247\u7684\u7279\u5f81\u5e8f\u5217\u538b\u7f29\u4e3a 64 \u4e2a\u89c6\u89c9 token<\/strong>\u3002\u66f4\u591a\u7ec6\u8282\u53c2\u89c1 LLaVA-UHD \u548cMiniCPM-V \u539f\u59cb\u8bba\u6587\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"560\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-12-1024x560.png\" alt=\"\" class=\"wp-image-24479\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-12-1024x560.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-12-300x164.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-12-768x420.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-12.png 1060w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u5168\u6a21\u6001\u6d41\u5f0f\u673a\u5236<\/h2>\n\n\n\n<p>\u672c\u7ae0\u6211\u4eec\u4ecb\u7ecd MiniCPM-o 2.6 \u7684\u5168\u6a21\u6001\u6d41\u5f0f\u673a\u5236\uff0c\u5305\u62ec\uff1a<strong>\uff081\uff09\u6539\u9020\u8bed\u97f3\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4ee5\u652f\u6301\u5728\u7ebf\u6d41\u5f0f\u5904\u7406\uff0c\uff082\uff09\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u80fd\u591f\u5904\u7406\u5e76\u884c\u7684\u591a\u6a21\u6001\u6d41\u4fe1\u606f\u3002<\/strong><\/p>\n\n\n\n<h3>\u6d41\u5f0f\u97f3\u9891\u7f16\u7801<\/h3>\n\n\n\n<p>\u5927\u591a\u6570\u73b0\u6709\u6a21\u578b\u53ea\u80fd\u5728\u6574\u4e2a\u97f3\u9891\u8f93\u5165\u4fe1\u53f7\u5b8c\u6574\u540e\u624d\u5f00\u59cb\u8fdb\u884c\u97f3\u9891\u7f16\u7801\uff0c\u4ece\u800c\u5f15\u5165\u4e86\u663e\u8457\u7684\u5ef6\u8fdf\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5c06<strong>\u8f93\u5165\u97f3\u9891\u5206\u5272\u6210\u591a\u4e2a\u7247\u6bb5\uff0c\u6bcf\u4e2a\u7247\u6bb5\u662f\u8868\u793a\u4e00\u79d2\u949f\u7684\u97f3\u9891\u7684\u56fa\u5b9a\u6570\u91cf\u97f3\u9891 token\u3002<\/strong>\u5728\u97f3\u9891\u7f16\u7801\u8fc7\u7a0b\u4e2d\uff0c<strong>\u6bcf\u4e2a\u7247\u6bb5<\/strong>\u90fd<strong>\u91c7\u7528\u56e0\u679c\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u7f16\u7801<\/strong>\uff0c<strong>\u4ec5\u5173\u6ce8\u81ea\u8eab\u53ca\u4e4b\u524d\u7684\u7247\u6bb5<\/strong>\uff0c\u4ece\u800c\u6ee1\u8db3\u5728\u7ebf\u6d41\u5f0f\u7f16\u7801\u7684\u9700\u6c42\uff0c\u540c\u65f6\u4e0e\u79bb\u7ebf\u6574\u4f53\u7f16\u7801\u76f8\u6bd4\u4fdd\u6301\u4e86\u6700\u5c0f\u7684\u4fe1\u606f\u635f\u5931\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-13.png\" alt=\"\" class=\"wp-image-24488\" width=\"227\" height=\"225\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-13.png 654w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-13-300x297.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-13-150x150.png 150w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-13-120x120.png 120w\" sizes=\"(max-width: 227px) 100vw, 227px\" \/><figcaption><strong>\u6bcf\u4e2a\u5c0f\u65b9\u5757\u8868\u793a1s\u7684\u97f3\u9891\u7247\u6bb5<\/strong><\/figcaption><\/figure><\/div>\n\n\n\n<h3>\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801<\/h3>\n\n\n\n<p>\u5927\u591a\u6570\u8bed\u97f3\u751f\u6210\u6a21\u578b\u8981\u6c42\u5728\u5f00\u59cb\u751f\u6210\u97f3\u9891\u4e4b\u524d\uff0c\u6240\u6709\u6587\u672c token \u90fd\u5df2\u7ecf\u5b8c\u6574\u5c31\u4f4d\uff0c\u5982\u56fe A \u6240\u793a\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u5f0f\u5728\u79bb\u7ebf\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4f46\u65e0\u6cd5\u6ee1\u8db3\u6d41\u5f0f\u573a\u666f\u7684\u9700\u6c42\u3002\u5bf9\u4e8e\u6d41\u5f0f\u6a21\u578b\u800c\u8a00\uff0c\u6211\u4eec\u9700\u8981\u5728\u90e8\u5206\u6587\u672c\u751f\u6210\u65f6\u5c31\u5f00\u59cb\u751f\u6210\uff08\u548c\u64ad\u653e\uff09\u76f8\u5e94\u97f3\u9891\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u6d41\u5f0f\u8bed\u97f3\u751f\u6210\uff0c\u6211\u4eec<strong>\u6bcf\u6b21\u8f93\u5165\u56fa\u5b9a\u6570\u91cf\u7684\u6587\u672c token<\/strong>\uff08\u4e00\u4e2a\u5927\u5c0f\u4e3a n \u7684\u7247\u6bb5\uff09\uff0c<strong>\u800c\u89e3\u7801\u5668\u7acb\u5373\u8f93\u51fa\u56fa\u5b9a\u6570\u91cf\u7684\u97f3\u9891 token<\/strong>\uff08\u4e00\u4e2a\u5927\u5c0f\u4e3a m \u7684\u7247\u6bb5\uff09\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u5bf9\u4e0b\u4e00\u4e2a\u6587\u672c token \u548c\u97f3\u9891 token \u7247\u6bb5\u91cd\u590d\u8fdb\u884c\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>\u6587\u672c\u7247\u6bb5\u4e0e\u5176\u5bf9\u5e94\u97f3\u9891\u7247\u6bb5\u4e4b\u95f4\u7684\u5e76\u4e0d\u662f\u7cbe\u786e\u5bf9\u9f50\u7684<\/strong>\u3002\u56e0\u6b64\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c<strong>\u6211\u4eec\u4e3a\u6587\u672c token \u7247\u6bb5\u7684\u5927\u5c0f\u4fdd\u7559\u4e86\u66f4\u5927\u7684\u7a7a\u4f59\u4ee5\u907f\u514d\u610f\u5916\u60c5\u51b5\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u4e0a\u8ff0\u6d41\u5f0f\u7b56\u7565\u5e76\u5c3d\u53ef\u80fd\u51cf\u5c0f\u5bf9\u5f53\u524d\u6700\u4f73\u8bed\u97f3\u89e3\u7801\u5668\u7684\u6539\u52a8\uff0c\u6211\u4eec\u4e3b\u8981\u5f15\u5165\u4e86\u4e24\u4e2a\u6539\u53d8\uff1a<\/p>\n\n\n\n<ol><li><strong>\u4e3a\u6587\u672c\u9884\u7559\u524d N \u4e2a\u4f4d\u7f6e\uff1a<\/strong> \u6211\u4eec\u4f7f\u7528\u8bed\u97f3\u89e3\u7801\u5668\u4e0a\u4e0b\u6587\u4e2d\u7684\u524d N \u4e2a\u4f4d\u7f6e\u6765\u653e\u7f6e speech embedding \u548c\u751f\u6210\u4e2d\u7684\u6587\u672c\u3002<\/li><li><strong>\u5f15\u5165\u6d41\u5f0f\u56e0\u679c\u6ce8\u610f\u529b\u63a9\u7801\uff1a \u6bcf\u4e2a\u65b0\u751f\u6210\u7684\u97f3\u9891\u7247\u6bb5\u53ea\u80fd\u5173\u6ce8\u5230\u5df2\u7ecf\u751f\u6210\u7684\u524d\u51e0\u4e2a\u6587\u672c token \u7247\u6bb5\u548c\u5176\u4e4b\u524d\u7684\u6240\u6709\u97f3\u9891 token\u3002<\/strong><\/li><\/ol>\n\n\n\n<p>\u5728\u56fe A-E \u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6bcf\u5f53\u5f15\u5165\u65b0\u6587\u672c token \u548c\u97f3\u9891 token \u65f6\uff0c\u6ce8\u610f\u529b\u63a9\u7801\u662f\u5982\u4f55\u4e00\u6b65\u4e00\u6b65\u53d8\u5316\u7684\u3002\u901a\u8fc7\u63a7\u5236\u6587\u672c\u548c\u97f3\u9891 token \u4e4b\u95f4\u7684\u7247\u6bb5\u6ce8\u610f\u529b\u63a9\u7801\uff0c\u6211\u4eec\u4f7f\u5f97\u97f3\u9891\u80fd\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u751f\u6210\u548c\u64ad\u653e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"695\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-14-1024x695.png\" alt=\"\" class=\"wp-image-24493\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-14-1024x695.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-14-300x204.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-14-768x521.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-14.png 1137w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ol><li><strong>\uff08\u6587\u672c\u548c\u97f3\u9891\u751f\u6210\u7684\u5f00\u59cb\uff09<\/strong> \u5728<strong>\u56fe B<\/strong> \u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u751f\u6210 speech embedding \u548c\u524d n \u4e2a\u6587\u672c token\uff08\u6b64\u5904 n=2\uff09\u3002\u7136\u540e\uff0c\u6211\u4eec\u5c06 &lt;Text BOS&gt;\uff081 \u4e2a\u4f4d\u7f6e\uff09\u3001speech embedding\uff081\u4e2a\u4f4d\u7f6e\uff09\u548c\u6587\u672c token\uff08n\u4e2a\u4f4d\u7f6e\uff09\u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\uff08\u603b\u5171\u8f93\u5165\u4e86 2+n \u4e2a\u4f4d\u7f6e\uff09\uff0c\u57fa\u4e8e\u6b64\uff0c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u6700\u591a m \u4e2a\u97f3\u9891 token\uff08\u6b64\u5904 m=4\uff09\uff0c\u4f46\u4ec5\u5173\u6ce8\u524d 2+n \u4e2a\u4f4d\u7f6e\u4ee5\u53ca\u6240\u6709\u4e4b\u524d\u7684\u97f3\u9891 token \u4f4d\u7f6e\u3002<\/li><li><strong>\uff08\u6b65\u9aa4 1 \u7684\u91cd\u590d\uff09<\/strong> \u5728<strong>\u56fe C<\/strong> \u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e0b\u4e00\u6bb5 n \u4e2a\u6587\u672c token\u3002\u6211\u4eec\u5c06\u8fd9\u4e9b\u65b0\u6587\u672c token \u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\u3002\u7136\u540e\uff0c\u89e3\u7801\u5668\u751f\u6210\u4e0b\u4e00\u6bb5 m \u4e2a\u97f3\u9891 token\u3002<\/li><li><strong>\uff08\u6587\u672c\u751f\u6210\u7ed3\u675f\uff09<\/strong> \u5728<strong>\u56fe D<\/strong> \u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u6240\u6709\u6587\u672c token \u7684\u751f\u6210\uff0c\u4ea7\u751f\u4e86\u6700\u540e\u7684 k \u4e2a\u6587\u672c token\uff08k&lt;=n\uff0c\u6b64\u5904 k=2\uff09\u3002\u5269\u4f59\u7684 k \u4e2a\u6587\u672c token \u88ab\u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\u3002\u7136\u540e\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u751f\u6210\u4e0b\u4e00\u4e2am\u4e2a\u97f3\u9891 token\u3002<\/li><li><strong>\uff08\u97f3\u9891\u751f\u6210\u7ed3\u675f\uff09<\/strong> \u5728<strong>\u56fe E<\/strong> \u4e2d\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u7ee7\u7eed\u751f\u6210\u97f3\u9891 token\uff0c\u76f4\u5230\u751f\u6210 &lt;Audio EOS&gt; token\u3002<\/li><\/ol>\n\n\n\n<p>\u8fd9\u91cc\u7684 N\u3001n \u548c m \u662f\u8d85\u53c2\u6570\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528 N=300\u3001n=10\u3001m=50\uff0c\u4ee5\u5b9e\u73b0\u6027\u80fd\u4e0e\u63a8\u7406\u901f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<h3>\u6d41\u5f0f\u89c6\u89c9\u7406\u89e3<\/h3>\n\n\n\n<p>\u6211\u4eec\u5c06\u89c6\u9891\u6d41\u8868\u793a\u4e3a\u4ee5 1 \u5e27\u6bcf\u79d2\uff081 fps\uff09\u7684\u5e27\u5e8f\u5217\u3002\u6211\u4eec\u6bcf\u79d2\u949f\u4ece\u8f93\u5165\u7684\u89c6\u89c9\u6d41\u4e2d\u91c7\u6837\u4e00\u5e27\uff0c\u5e76\u4f7f\u7528\u81ea\u9002\u5e94\u9ad8\u5206\u8fa8\u7387\u7f16\u7801\u7b56\u7565\u5bf9\u5176\u8fdb\u884c\u7f16\u7801\uff0c\u7136\u540e\u5c06\u7f16\u7801\u540e\u7684\u7279\u5f81\u8f93\u5165\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5728\u6548\u7387\u548c\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u6df7\u5408\u5206\u8fa8\u7387\u7b56\u7565\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec<strong>\u53ea\u5bf9\u7528\u6237\u8bf7\u6c42\u7ed3\u675f\u65f6\u7684\u6700\u540e\u4e00\u5e27\u8fdb\u884c\u9ad8\u5206\u8fa8\u7387\u7f16\u7801\uff08\u4f8b\u5982 1344 x 896\uff09\uff0c\u800c\u5176\u4ed6\u5e27\u5219\u4f7f\u7528\u4e2d\u7b49\u5206\u8fa8\u7387\uff08\u4f8b\u5982 448 x 448\uff09\u3002<\/strong><\/p>\n\n\n\n<h3>\u5168\u6a21\u6001\u65f6\u5206\u590d\u7528<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u4e0d\u540c\u6a21\u6001\u7684\u65f6\u95f4\u5bf9\u9f50\u7684\u6d41\u5f0f\u7406\u89e3\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u6a21\u6001\u65f6\u5206\u590d\u7528\u673a\u5236\u3002\u5982\u6574\u4f53\u6846\u67b6\u56fe\u6240\u793a\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528\u5171\u4eab\u7684\u65f6\u95f4\u7ebf\u5bf9\u9f50\u6765\u81ea\u591a\u4e2a\u6a21\u6001\u7684\u4fe1\u606f\u6d41\u3002\u53d7\u5230\u901a\u4fe1\u9886\u57df\u65f6\u5206\u590d\u7528\u6280\u672f\u7684\u542f\u53d1\uff0c\u6211\u4eec\u5c06\u6bcf\u4e2a\u6a21\u6001\u7684\u6d41\u5206\u6210\u5c0f\u5757\uff08\u6bcf\u79d2\u4e00\u5757\uff09\uff0c\u5e76\u5c06\u540c\u4e00\u79d2\u5757\u5185\u7684\u6240\u6709\u6a21\u6001\u4fe1\u606f\u805a\u96c6\u6210\u4e00\u4e2a\u7d27\u51d1\u7684\u5e8f\u5217\u5355\u5143\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5219\u6309\u65f6\u95f4\u987a\u5e8f\u5904\u7406\u8fd9\u4e9b\u591a\u6a21\u6001\u5e8f\u5217\u5355\u5143\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c<strong>MiniCPM-o 2.6 \u53ef\u4ee5\u72ec\u7acb\u4e8e\u7528\u6237\u63d0\u95ee\u6301\u7eed\u611f\u77e5\u591a\u6a21\u6001\u8f93\u5165\u6d41<\/strong>\uff0c\u8fd9\u4e0e\u73b0\u6709\u7684\u591a\u6a21\u6001\u6d41\u5f0f\u6a21\u578b\u53ea\u5728\u7528\u6237\u63d0\u95ee\u671f\u95f4\u83b7\u53d6\u5355\u5e27\u6216\u5c11\u6570\u51e0\u5e27\u56fe\u50cf\u4fe1\u606f\u662f\u4e0d\u540c\u7684\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cMiniCPM-o 2.6 <strong>\u80fd\u591f\u5904\u7406\u9700\u8981\u65f6\u5e8f\u8bb0\u5fc6\u548c\u63a8\u7406\u7684\u4efb\u52a1<\/strong>\uff08\u4f8b\u5982\uff0c\u201c\u7403\u5728\u54ea\u4e2a\u676f\u5b50\u91cc\uff1f\u201d\u3001\u201c\u6211\u521a\u624d\u64e6\u6389\u4e86\u54ea\u4e9b\u5b57\uff1f\u201d\uff09<strong>\u5e76\u539f\u751f\u652f\u6301\u591a\u8f6e\u6d41\u5f0f\u5bf9\u8bdd\u3002<\/strong><\/p>\n\n\n\n<h3>\u5ef6\u8fdf\u5206\u6790<\/h3>\n\n\n\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u7eaf\u97f3\u9891\u6a21\u5f0f\u4e0b\u9996\u6b21\u54cd\u5e94\u5ef6\u8fdf\u7684\u5177\u4f53\u62c6\u89e3\u5206\u6790\u3002\u9996\u6b21\u54cd\u5e94\u5ef6\u8fdf\u6307\u4ece\u7528\u6237\u8bf7\u6c42\u7ed3\u675f\u5230\u6a21\u578b\u8bed\u97f3\u5f00\u59cb\u64ad\u653e\u7684\u5ef6\u8fdf\u3002\u4f5c\u4e3a\u53c2\u8003\uff0cGPT-4o \u5728<a href=\"https:\/\/openai.com\/index\/hello-gpt-4o\/\">\u7eaf\u8bed\u97f3\u6a21\u5f0f<\/a>\u4e0b\u7684\u521d\u59cb\u54cd\u5e94\u5ef6\u8fdf\u7ea6\u4e3a 1.8 \u79d2\u3002MiniCPM-o 2.6 \u5728iPad Pro\uff08M4 \u82af\u7247\uff09\u4e0a\u7684\u521d\u59cb\u54cd\u5e94\u5ef6\u8fdf\u5206\u89e3\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-15-1024x728.png\" alt=\"\" class=\"wp-image-24502\" width=\"483\" height=\"343\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-15-1024x728.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-15-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-15-768x546.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-15.png 1027w\" sizes=\"(max-width: 483px) 100vw, 483px\" \/><\/figure><\/div>\n\n\n\n<h2>\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd<\/h2>\n\n\n\n<p>\u793e\u533a\u5728\u4f7f\u7528\u6587\u672c\u63d0\u793a\u8bcd\u65b9\u9762\u5df2\u7ecf\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u7ecf\u9a8c\uff0c\u4e00\u4e2a\u597d\u7684\u7cfb\u7edf\u63d0\u793a\u53ef\u4ee5\u5b9a\u4e49\u6a21\u578b\u7684\u89d2\u8272\u3001\u589e\u5f3a\u5176\u51c6\u786e\u6027\u3001\u4f18\u5316\u7ec6\u8282\u8868\u73b0\u548c\u4ee4\u6a21\u578b\u805a\u7126\u91cd\u70b9\u3002<\/p>\n\n\n\n<p>\u751f\u6210\u8bed\u97f3\u56de\u590d\u7684\u7aef\u5230\u7aef\u5168\u6a21\u6001\u6a21\u578b\u5219\u9762\u4e34\u65b0\u7684\u6311\u6218\u3002\u6a21\u578b\u8f93\u51fa\u7684\u97f3\u9891\u7279\u5f81\u2014\u2014\u5982\u58f0\u97f3\u3001\u8bed\u8c03\u3001\u53e3\u97f3\u548c\u5176\u4ed6\u7ec6\u5fae\u7279\u5f81\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u65e0\u6cd5\u4ec5\u901a\u8fc7\u6587\u672c\u4f20\u8fbe\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u63d0\u51fa\u4e86<strong>\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd<\/strong>\u7684\u6982\u5ff5\uff0c<strong>\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u58f0\u5b66\u7279\u5f81\u63a7\u5236\u6a21\u578b\u7684\u58f0\u97f3\u4f7f\u5176\u4e0e\u7528\u6237\u610f\u56fe\u76f8\u7b26<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"252\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/mm_sys_prompt-1024x252.webp\" alt=\"\" class=\"wp-image-24507\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/mm_sys_prompt-1024x252.webp 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/mm_sys_prompt-300x74.webp 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/mm_sys_prompt-768x189.webp 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/mm_sys_prompt.webp 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u5305\u62ec\u4f20\u7edf\u7684\u6587\u672c\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u7528\u4e8e\u786e\u5b9a\u6a21\u578b\u58f0\u97f3\u7684\u97f3\u9891\u90e8\u5206\u3002\u8fd9\u4e00\u8bbe\u8ba1\u4f7f\u5f97\u7528\u6237\u5728\u63a8\u7406\u65f6\u53ef\u4ee5\u7075\u6d3b\u914d\u7f6e\u58f0\u97f3\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u4e00\u6bb5\u8bed\u97f3\u6837\u4f8b\u4f5c\u4e3a\u97f3\u9891\u7cfb\u7edf\u63d0\u793a\uff0c\u6765\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u58f0\u97f3\u514b\u9686\uff1b\u8fd8\u53ef\u4ee5\u901a\u8fc7\u5c06\u97f3\u9891\u7cfb\u7edf\u63d0\u793a\u7559\u7a7a\uff0c\u57fa\u4e8e\u8bed\u8a00\u63cf\u8ff0\u8981\u6c42\u6a21\u578b\u521b\u5efa\u4e00\u79cd\u65b0\u58f0\u97f3\uff08\u4f8b\u5982 \u201c\u8bf7\u4f7f\u7528\u4f4e\u6c89\u6709\u78c1\u6027\u7684\u58f0\u97f3\u548c\u6211\u8bf4\u8bdd\u201d\uff09\u3002<\/p>\n\n\n\n<h2>\u6a21\u578b\u8bad\u7ec3<\/h2>\n\n\n\n<p>MiniCPM-o 2.6 \u91c7\u7528\u591a\u9636\u6bb5\u8bad\u7ec3\u4ee5\u9010\u6b65\u5b66\u4e60\u65b0\u6a21\u6001\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u907f\u514d\u6a21\u6001\u51b2\u7a81\u5e76\u5c06\u5404\u79cd\u6a21\u6001\u80fd\u529b\u6574\u5408\u5230\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002\u6574\u4f53\u7684\u8bad\u7ec3\u9636\u6bb5\u53ef\u4ee5\u5206\u4e3a\u9884\u8bad\u7ec3\u3001\u6307\u4ee4\u5fae\u8c03\u548c\u504f\u597d\u5bf9\u9f50\u9636\u6bb5\u3002<\/p>\n\n\n\n<h3>\u9884\u8bad\u7ec3<\/h3>\n\n\n\n<p>\u6211\u4eec\u9996\u5148\u5206\u522b\u5bf9\u89c6\u89c9\u548c\u97f3\u9891\u8fdb\u884c\u9884\u8bad\u7ec3\u4ee5\u5b66\u4e60\u6bcf\u79cd\u6a21\u6001\uff0c\u7136\u540e\u8fdb\u884c\u5168\u6a21\u6001\u9884\u8bad\u7ec3\u4ee5\u5bf9\u9f50\u8fd9\u4e9b\u6a21\u6001\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u9884\u8bad\u7ec3\u3002<\/strong> \u6211\u4eec\u5229\u7528\u5927\u89c4\u6a21\u56fe\u50cf-\u6587\u672c\u5bf9\u6765\u5bf9\u9f50\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u5757\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u6211\u4eec\u4ec5\u66f4\u65b0\u89c6\u89c9\u7f16\u7801\u6a21\u5757\uff0c\u8ba9\u6a21\u578b\u5177\u5907\u57fa\u672c\u7684\u56fe\u50cf\u7406\u89e3\u548c OCR \u80fd\u529b\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u56fe\u6587\u4ea4\u66ff\u6570\u636e\u4e0a\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4f7f\u6a21\u578b\u5177\u5907\u591a\u56fe\u7406\u89e3\u548c\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u9884\u8bad\u7ec3\u3002<\/strong> \u6211\u4eec\u4f7f\u7528\u97f3\u9891-\u6587\u672c\u5bf9\u6570\u636e\u6765\u8bad\u7ec3\u8fde\u63a5\u90e8\u5206\u7684\u6743\u91cd\uff0c\u4ee5\u5b9e\u73b0\u97f3\u9891\u6a21\u6001\u548c\u4e3b\u5e72\u7684\u5bf9\u9f50\u3002\u4e3a\u4e86\u5b66\u4e60\u4e30\u5bcc\u7684\u7ec6\u7c92\u5ea6\u8bed\u97f3\u77e5\u8bc6\uff0c\u6211\u4eec\u5728\u81ea\u7136\u8bed\u97f3\u6570\u636e\u4e0a\u8fdb\u884c\u5927\u89c4\u6a21\u7aef\u5230\u7aef\u7684\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u6839\u636e\u7528\u6237\u6307\u4ee4\u5bf9\u6a21\u578b\u8fdb\u884c\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p><strong>\u5168\u6a21\u6001\u9884\u8bad\u7ec3\u3002<\/strong> \u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u7ed3\u5408\u6765\u81ea\u5927\u89c4\u6a21\u7f51\u7edc\u89c6\u9891\u7684\u89c6\u9891\u548c\u97f3\u9891\u6d41\uff0c\u4f7f\u7528 OTDM \u673a\u5236\u4f7f\u6a21\u578b\u80fd\u591f\u4ece\u4e0d\u540c\u6a21\u6001\u4e2d\u83b7\u53d6\u548c\u5bf9\u9f50\u4e30\u5bcc\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n<h3>\u5168\u6a21\u6001\u6307\u4ee4\u5fae\u8c03<\/h3>\n\n\n\n<p>\u8be5\u9636\u6bb5\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u5305\u62ec\u89c6\u89c9\u95ee\u7b54\u3001\u8bed\u97f3\u7406\u89e3\u3001\u8bed\u97f3\u751f\u6210\u548c\u591a\u6a21\u6001\u6d41\u5f0f\u89c6\u9891\uff08\u5e26\u97f3\u9891\uff09\u7406\u89e3\u6570\u636e\u3002\u6211\u4eec\u5bf9\u6a21\u578b\u8fdb\u884c\u5168\u53c2\u6570\u5fae\u8c03\u4ee5\u7edf\u4e00\u6a21\u578b\u7684\u89c6\u89c9\u80fd\u529b\u3001\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u4ee5\u53ca\u6d41\u5f0f\u591a\u6a21\u6001\u80fd\u529b\uff0c\u540c\u65f6\u589e\u5f3a\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u504f\u597d\u5bf9\u9f50<\/h3>\n\n\n\n<p>\u6700\u540e\uff0cMiniCPM-o 2.6 \u91c7\u7528 <a href=\"https:\/\/github.com\/RLHF-V\/RLAIF-V\">RLAIF-V<\/a> \u6280\u672f\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\u548c\u7efc\u5408\u80fd\u529b\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6a21\u578b\u4f7f\u7528\u5206\u800c\u6cbb\u4e4b\u7684\u7b56\u7565\u5bf9\u4e0d\u540c\u7684\u56de\u590d\u8fdb\u884c\u8bc4\u5206\u4ee5\u6784\u5efa\u504f\u597d\u6570\u636e\u96c6\uff0c<strong>\u5e76\u8fdb\u884c\u76f4\u63a5\u504f\u597d\u4f18\u5316\u8bad\u7ec3\uff08DPO\uff09<\/strong>\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u7279\u522b\u5c06\u76f8\u6bd4\u56fe\u50cf\u5e7b\u89c9\u66f4\u5e38\u89c1\u7684\u89c6\u9891\u5e7b\u89c9\u6bd4\u4f8b\u964d\u4f4e\u4e8663%\u3002\u6211\u4eec\u4e5f\u4f7f\u7528\u4e86 MMPR \u7b49\u5f00\u6e90\u504f\u597d\u6570\u636e\u96c6\u6765\u591a\u6837\u5316\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<h2>\u8bc4\u6d4b<\/h2>\n\n\n\n<p>\u6211\u4eec\u5145\u5206\u8bc4\u4f30\u4e86 MiniCPM-o 2.6 \u7684\u89c6\u89c9\u7406\u89e3\u3001\u8bed\u97f3\u5bf9\u8bdd\u548c\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6a21\u578b\u5728\u89c6\u89c9\u3001\u8bed\u97f3\u548c\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\u80fd\u529b\u4e0a\u7684\u6574\u4f53\u8868\u73b0\u4e0e GPT-4o-202405 \u76f8\u5f53\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-16-1024x714.png\" alt=\"\" class=\"wp-image-24509\" width=\"614\" height=\"428\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-16-1024x714.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-16-300x209.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-16-768x535.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-16.png 1039w\" sizes=\"(max-width: 614px) 100vw, 614px\" \/><\/figure>\n\n\n\n<p><strong>MiniCPM-o 2.6 \u7684 iPad Pro \u5b9e\u673a\u6f14\u793a\u548c web demo \u6f14\u793a\u6837\u4f8b\uff1a<\/strong><\/p>\n\n\n\n<iframe loading=\"lazy\" width=\"738\" height=\"415\" src=\"https:\/\/www.youtube.com\/embed\/JFJg9KZ_iZk\" title=\"MiniCPM-o 2.6:  An 8B size, GPT-4o level Omni Model runs on device\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"\"><\/iframe>\n\n\n\n<h2>\u5c40\u9650\u6027<\/h2>\n\n\n\n<ol><li><strong>\u53ef\u80fd\u4e0d\u7a33\u5b9a\u7684\u8bed\u97f3\u8f93\u51fa\u3002<\/strong> \u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u4f7f\u5f97\u66f4\u7075\u6d3b\u7684\u8bed\u97f3\u63a7\u5236\u548c\u8bb8\u591a\u6709\u8da3\u7684\u529f\u80fd\u6210\u4e3a\u53ef\u80fd\uff0c\u4f46\u4e5f\u7ed9<strong>\u8bed\u97f3\u8f93\u51fa\u7684\u7a33\u5b9a\u6027\u5e26\u6765\u4e86\u66f4\u591a\u6311\u6218<\/strong>\u3002\u4f20\u7edf\u7684\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u901a\u8fc7\u5168\u53c2\u6570\u8bb0\u5fc6\u5355\u4e00\u8f93\u51fa\u58f0\u97f3\uff0c\u4e0e\u4e4b\u76f8\u6bd4\uff0cMiniCPM-o 2.6 \u9700\u8981\u4ece\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u63d0\u53d6\u548c\u590d\u5236\u58f0\u97f3\u3002\u53d7\u5230\u8be5\u95ee\u9898\u5f71\u54cd\uff0c\u8bed\u97f3\u751f\u6210\u7ed3\u679c\u53ef\u80fd\u4f1a\u5b58\u5728\u80cc\u666f\u566a\u97f3\u548c\u65e0\u610f\u4e49\u58f0\u97f3\u7b49\u3002<\/li><li><strong>\u957f\u8bed\u97f3\u751f\u6210<\/strong>\u3002MiniCPM-o 2.6 \u539f\u751f\u652f\u6301\u6700\u957f 45 \u79d2\u7684\u5355\u6b21\u8bed\u97f3\u751f\u6210\uff0c\u6211\u4eec\u901a\u8fc7\u6ed1\u52a8\u7a97\u53e3\u6280\u672f\u6765\u652f\u6301\u751f\u6210\u66f4\u957f\u7684\u8bed\u97f3\u3002\u6a21\u578b\u8bad\u7ec3\u4e0e\u6ed1\u52a8\u7a97\u53e3\u63a8\u7406\u4e4b\u95f4\u7684\u5dee\u8ddd\u53ef\u80fd\u5bfc\u81f4\u957f\u8bed\u97f3\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u4e0d\u7a33\u5b9a\u73b0\u8c61\u3002<\/li><li><strong>\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\u80fd\u529b\u3002<\/strong> \u4f5c\u4e3a\u4e00\u9879\u5b9e\u9a8c\u6027\u80fd\u529b\uff0c\u6a21\u578b\u7684\u591a\u6a21\u6001\u6d41\u5f0f\u4ea4\u4e92\u80fd\u529b\u5728\u611f\u77e5\u3001\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u4e0a\u4ecd\u7136\u6709\u9650\u3002\u6211\u4eec\u671f\u5f85\u793e\u533a\u7684\u5171\u540c\u52aa\u529b\u6784\u5efa\u66f4\u4f18\u79c0\u548c\u53ef\u9760\u7684\u6027\u80fd\u6548\u679c\u3002<\/li><li><strong>\u7f51\u9875 demo \u9ad8\u5ef6\u8fdf\u3002<\/strong> \u7528\u6237\u5728\u4f7f\u7528\u6258\u7ba1\u5728\u6d77\u5916\u670d\u52a1\u5668\u4e0a\u7684\u7f51\u9875 demo \u65f6\u53ef\u80fd\u4f1a\u9047\u5230\u5f02\u5e38\u7684\u9ad8\u5ef6\u8fdf\u60c5\u51b5\u3002\u6211\u4eec\u5efa\u8bae\u5728\u672c\u5730\u90e8\u7f72 demo\uff08\u4f8b\u5982 4090 GPU \u53ef\u4ee5\u6d41\u7545\u8fd0\u884c\uff09\u6216\u4f7f\u7528\u5408\u9002\u7684\u7f51\u7edc\u8fde\u63a5\u3002<\/li><\/ol>\n\n\n\n<h1>\u53c2\u8003\u6587\u732e<\/h1>\n\n\n\n<ol><li><a href=\"https:\/\/arxiv.org\/pdf\/2408.01800\">MiniCPM-V: A GPT-4V Level MLLM on Your Phone.<\/a> 2024.<\/li><li><a href=\"https:\/\/arxiv.org\/pdf\/2312.00849.pdf\">RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback<\/a>. CVPR 2024.<\/li><li><a href=\"https:\/\/github.com\/RLHF-V\/RLAIF-V\">RLAIF-V: Aligning MLLMs through Open-Source AI Feedback for Super GPT-4V Trustworthiness.<\/a> 2024.<\/li><li><a href=\"https:\/\/arxiv.org\/pdf\/2403.11703.pdf\">LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images<\/a>. ECCV 2024.<\/li><li><a href=\"https:\/\/arxiv.org\/pdf\/2308.12038.pdf\">Large Multilingual Models Pivot Zero-Shot Multimodal Learning across Languages<\/a>. ICLR 2024.<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Github\uff1ahttps:\/\/github.com\/OpenBMB\/MiniCPM-o \u3010\u5fae\u8c03\u548c\u63a8\u7406\u4ee3\u7801\u5f00\u6e90\u3011 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/01\/14\/minicpm-o-2-6\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">MiniCPM-o 2.6: \u7aef\u4fa7\u53ef\u7528\u7684 GPT-4o \u7ea7\u89c6\u89c9\u3001\u8bed\u97f3\u3001\u591a\u6a21\u6001\u5b9e\u65f6\u6d41\u5f0f\u5927\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23785"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=23785"}],"version-history":[{"count":88,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23785\/revisions"}],"predecessor-version":[{"id":24629,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23785\/revisions\/24629"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=23785"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=23785"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=23785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}