{"id":18387,"date":"2024-08-31T16:06:38","date_gmt":"2024-08-31T08:06:38","guid":{"rendered":"http:\/\/139.9.1.231\/?p=18387"},"modified":"2024-09-18T11:31:08","modified_gmt":"2024-09-18T03:31:08","slug":"vita-gpt-4o","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/08\/31\/vita-gpt-4o\/","title":{"rendered":"\u591a\u6a21\u6001\u5927\u6a21\u578bVITA : GPT-4o\u7684\u7b80\u6613\u5e73\u66ff"},"content":{"rendered":"\n<p class=\"has-text-align-center\">Abs\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2408.05211\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/pdf\/2408.05211<\/a><br>Demo\uff1a<a href=\"https:\/\/vita-home.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/vita-home.github.io\/<\/a><br>Code\uff1a<a href=\"https:\/\/github.com\/VITA-MLLM\/VITA\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/VITA-MLLM\/VITA<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\">\u539f\u6587\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/714031459\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/zhuanlan.zhihu.com\/p\/714031459<\/a><\/p>\n\n\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"754\" height=\"366\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-112.png\" alt=\"\" class=\"wp-image-18392\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-112.png 754w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-112-300x146.png 300w\" sizes=\"(max-width: 754px) 100vw, 754px\" \/><figcaption>\u817e\u8baf\u4f18\u56fe\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<h2>\u603b\u89c8<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"997\" height=\"399\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-113.png\" alt=\"\" class=\"wp-image-18395\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-113.png 997w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-113-300x120.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-113-768x307.png 768w\" sizes=\"(max-width: 997px) 100vw, 997px\" \/><figcaption><strong>\u4f20\u7edf\u7684\u97f3\u9891\u4ea4\u4e92\u9700\u8981\u9884\u5b9a\u4e49\u7684\u5524\u9192\u8bcd\uff0c\u4f8b\u5982\u6bcf\u6b21\u63d0\u95ee\u65f6\u90fd\u9700\u8981\u8bf4\u201cHi! Siri\u223c\u201d\uff0c\u6216\u8005\u9700\u8981\u6309\u4e0b\u6309\u94ae\u6765\u63a7\u5236\u8f93\u5165\u7684\u97f3\u9891\u95ee\u9898\uff08\u9650\u52361\uff09\u3002\u6b64\u5916\uff0c\u5f53\u6a21\u578b\u751f\u6210\u8f93\u51fa\u65f6\uff0c\u4e0d\u80fd\u652f\u6301\u65b0\u7684\u67e5\u8be2\uff0c\u56e0\u4e3a\u4ee5\u524d\u7684\u7cfb\u7edf\u53ea\u80fd\u4f9d\u6b21\u54cd\u5e94\u8f93\u5165\u7684\u67e5\u8be2\uff08\u9650\u52362\uff09\u3002VITA\u514b\u670d\u4e86\u8fd9\u4e24\u4e2alimitations\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p>GPT-4o \u7684\u5353\u8d8a\u591a\u6a21\u6001\u80fd\u529b\u548c\u7528\u6237\u4ea4\u4e92\u4f53\u9a8c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u975e\u5e38\u91cd\u8981\uff0c\u4f46\u6ca1\u6709\u5f00\u6e90\u6a21\u578b\u5728\u8fd9\u4e24\u4e2a\u9886\u57df\u540c\u65f6\u8868\u73b0\u51fa\u8272\u3002\u672c\u6587\u4ecb\u7ecd\u4e86 VITA\uff0c\u8fd9\u662f\u9996\u4e2a\u80fd\u591f\u540c\u65f6\u5904\u7406\u548c\u5206\u6790\u89c6\u9891\u3001\u56fe\u50cf\u3001\u6587\u672c\u548c\u97f3\u9891\u6a21\u6001\u7684\u5f00\u6e90\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\uff0c\u5e76\u4e14\u5177\u5907\u5148\u8fdb\u7684\u591a\u6a21\u6001\u4ea4\u4e92\u4f53\u9a8c\u3002\u6211\u4eec\u5728\u4ee5\u4e0b\u4e09\u4e2a\u5173\u952e\u7279\u6027\uff0c\u4e0e\u73b0\u6709\u7684\u5f00\u6e90 MLLM \u6709\u6240\u533a\u5206\uff1a<\/p>\n\n\n\n<ul class=\"has-light-blue-background-color has-background\"><li><strong>\u5168\u65b9\u4f4d\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b<\/strong>\uff1a<strong>VITA \u5c55\u793a\u4e86\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u97f3\u9891\u7406\u89e3\u57fa\u7840\u80fd\u529b\uff0c\u5e76\u5728\u591a\u79cd\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002<\/strong><\/li><li><strong>\u975e\u5524\u9192\u4ea4\u4e92<\/strong>\uff1a<strong>VITA \u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u5524\u9192\u8bcd\u6216\u6309\u94ae\u7684\u60c5\u51b5\u4e0b\u88ab\u6fc0\u6d3b\uff0c\u5e76\u5bf9\u73af\u5883\u4e2d\u7684\u7528\u6237\u97f3\u9891\u95ee\u9898\u505a\u51fa\u54cd\u5e94\u3002<\/strong><\/li><li><strong>\u97f3\u9891\u6253\u65ad\u4ea4\u4e92\uff1aVITA \u80fd\u591f\u5b9e\u65f6\u8ddf\u8e2a\u548c\u7b5b\u9009\u5916\u90e8\u67e5\u8be2\uff0c\u5141\u8bb8\u7528\u6237\u968f\u65f6\u4ee5\u65b0\u95ee\u9898\u6253\u65ad\u6a21\u578b\u7684\u751f\u6210\uff0cVITA \u5c06\u6839\u636e\u65b0\u7684\u67e5\u8be2\u505a\u51fa\u76f8\u5e94\u7684\u54cd\u5e94\u3002<\/strong><\/li><\/ul>\n\n\n\n<h2>VITA \u6a21\u578b\u7684\u8be6\u7ec6\u4ecb\u7ecd<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"649\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-117.png\" alt=\"\" class=\"wp-image-18418\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-117.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-117-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-117-768x503.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><\/figure>\n\n\n\n<p>VITA \u7684\u6574\u4f53\u8bad\u7ec3\u6d41\u7a0b\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u7531\u4e09\u4e2a\u9636\u6bb5\u7ec4\u6210\uff1a<strong>LLM\u6307\u4ee4\u5fae\u8c03\u3001\u591a\u6a21\u6001\u5bf9\u9f50\u548c\u591a\u6a21\u6001\u6307\u4ee4\u5fae\u8c03<\/strong>\u3002<\/p>\n\n\n\n<h3>LLM \u6307\u4ee4\u5fae\u8c03<\/h3>\n\n\n\n<p>\u6211\u4eec\u9009\u62e9<em> Mixtral 8x7B <\/em>\u4f5c\u4e3a\u57fa\u7840\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u662f\u5177\u6709\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\uff08SMoE\uff09\u67b6\u6784\u7684\u4ee3\u8868\u6027 LLM\uff0c\u6027\u80fd\u5728\u5f00\u6e90 LLM \u4e2d\u540d\u5217\u524d\u8305\uff0c\u662f\u6211\u4eec\u5de5\u4f5c\u7684\u7406\u60f3\u8d77\u70b9\u3002\u7136\u800c\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5b98\u65b9\u7684 Mixtral \u6a21\u578b\u5728\u7406\u89e3\u4e2d\u6587\u65b9\u9762\u8868\u73b0\u6709\u9650\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6269\u5c55\u4e86\u57fa\u7840\u6a21\u578b\u7684\u4e2d\u6587\u8bcd\u6c47\u91cf\uff0c<strong>\u5c06\u8bcd\u6c47\u91cf\u4ece 32,000 \u589e\u52a0\u5230 51,747\u3002<\/strong>\u8fd9\u4e00\u6269\u5c55\u4e0d\u4ec5\u589e\u5f3a\u4e86\u53cc\u8bed\uff08\u4e2d\u82f1\u6587\uff09\u7406\u89e3\u80fd\u529b\uff0c<strong>\u8fd8\u51cf\u5c11\u4e86\u76f8\u540c\u6587\u672c\u4e0b\u7684\u8bcd\u5143\u6570\u91cf\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u63a8\u7406\u6548\u7387<\/strong>\u3002<strong>\u5728\u6269\u5c55\u8bcd\u6c47\u540e\uff0c\u6211\u4eec\u4f7f\u7528 500 \u4e07\u6761\u5408\u6210\u7684\u53cc\u8bed\u8bed\u6599\u5e93\u8fdb\u884c\u7eaf\u6587\u672c\u6307\u4ee4\u5fae\u8c03\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-white-background-color has-background\"><em>\u8865\u5145\uff1aMixtral 8x7B \u662f\u4e00\u79cd\u5177\u6709\u5f00\u653e<mark>\u6743\u91cd<\/mark>\u7684\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u6a21\u578b (SMoE)\uff0c\u5728\u5927\u591a\u6570<mark>\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u90fd<strong>\u4f18\u4e8e Llama 2 70B \u548c GPT-3.5<\/strong>\u3002Mixtral \u53ef\u4ee5\u5728\u5c0f\u6279\u91cf\u5927\u5c0f\u4e0b\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u5e76\u5728\u5927\u6279\u91cf\u5927\u5c0f\u4e0b\u5b9e\u73b0\u66f4\u9ad8\u7684\u541e\u5410\u91cf\u3002Mixtral 8x7B \u662f\u4e00\u79cd\u4ec5\u5305\u542b\u89e3\u7801\u5668\u7684\u6a21\u578b\uff0c<strong>\u6bcf\u5c42\u7531 8 \u4e2a\u524d\u9988\u5757\uff08\u5373\u4e13\u5bb6\uff09\u7ec4\u6210<\/strong>\u3002\u5bf9\u4e8e\u6bcf\u4e2a token\uff0c\u5728\u6bcf\u4e00\u5c42\uff0c\u8def\u7531\u5668\u7f51\u7edc\u90fd\u4f1a\u9009\u62e9\u4e24\u540d\u4e13\u5bb6\u6765\u5904\u7406\u5f53\u524d\u72b6\u6001\u5e76\u7ec4\u5408\u4ed6\u4eec\u7684\u8f93\u51fa\u3002\u5c3d\u7ba1\u6bcf\u4e2a token \u53ea\u770b\u5230\u4e24\u4e2a\u4e13\u5bb6\uff0c\u4f46\u6240\u9009\u7684\u4e13\u5bb6\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u4e0a\u90fd\u53ef\u80fd\u4e0d\u540c\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a token \u53ef\u4ee5\u8bbf\u95ee 47B&nbsp;<mark>\u53c2\u6570<\/mark>\uff0c\u4f46\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4ec5\u4f7f\u7528 13B \u6fc0\u6d3b<mark>\u53c2\u6570<\/mark><strong>\u3002Mixtral 8x7B \u5e76\u4e0d\u662f\u5927\u5bb6\u8ba4\u4e3a\u7684\u6709 8 \u4e2a Mistral 7B \u6a21\u578b\uff0c\u540d\u5b57\u4e2d\u7684 8 \u4ee3\u8868 8 \u4e2a\u4e13\u5bb6\u3002<\/strong><\/em><\/p>\n\n\n\n<h3>\u591a\u6a21\u6001\u5bf9\u9f50<\/h3>\n\n\n\n<p>\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u65e8\u5728\u5f25\u5408\u6587\u672c\u4e0e\u5176\u4ed6\u6a21\u6001\u4e4b\u95f4\u7684\u8868\u793a\u5dee\u8ddd\uff0c\u4e3a\u591a\u6a21\u6001\u7406\u89e3\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"512\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-118-1024x512.png\" alt=\"\" class=\"wp-image-18420\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-118-1024x512.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-118-300x150.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-118-768x384.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-118.png 1029w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>\u89c6\u89c9\u6a21\u6001<\/h4>\n\n\n\n<p><strong>\u89c6\u89c9\u7f16\u7801\u5668<\/strong>\uff1a\u6211\u4eec\u4f7f\u7528<strong> InternViT-300M-448px<\/strong> \u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8be5\u7f16\u7801\u5668\u63a5\u6536 448\u00d7448 \u7684\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u4e24\u5c42 MLP \u89c6\u89c9\u8fde\u63a5\u5668\u751f\u6210 256 \u4e2a\u8bcd\u5143\u3002\u5bf9\u4e8e\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u8f93\u5165\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u52a8\u6001\u8865\u4e01\u7b56\u7565\u6765\u6355\u6349\u5c40\u90e8\u7ec6\u8282\u3002\u89c6\u9891\u88ab\u89c6\u4e3a\u56fe\u50cf\u7684\u7279\u6b8a\u60c5\u51b5\u8fdb\u884c\u5904\u7406\u3002\u5982\u679c\u89c6\u9891\u957f\u5ea6\u5c0f\u4e8e 4 \u79d2\uff0c\u6211\u4eec\u5747\u5300\u91c7\u6837 4 \u5e27\uff1b\u5982\u679c\u89c6\u9891\u957f\u5ea6\u5728 4 \u5230 16 \u79d2\u4e4b\u95f4\uff0c\u6211\u4eec\u6bcf\u79d2\u91c7\u6837\u4e00\u5e27\uff1b\u5bf9\u4e8e\u8d85\u8fc7 16 \u79d2\u7684\u89c6\u9891\uff0c\u6211\u4eec\u5747\u5300\u91c7\u6837 16 \u5e27\u3002\u4e3a\u4e86\u9632\u6b62\u5f15\u5165\u8fc7\u591a\u7684\u89c6\u89c9\u8bcd\u5143\uff0c\u6211\u4eec\u4e0d\u5bf9\u89c6\u9891\u7684\u5355\u4e2a\u5e27\u6267\u884c\u52a8\u6001\u8865\u4e01\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u5bf9\u9f50<\/strong>\uff1a\u5728\u89c6\u89c9\u5bf9\u9f50\u9636\u6bb5\uff0c\u6211\u4eec\u4ec5\u8bad\u7ec3\u89c6\u89c9\u8fde\u63a5\u5668\u3002\u8868 1 \u603b\u7ed3\u4e86\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\uff08\u4e0d\u5305\u62ec\u7eaf\u6587\u672cSFT\u90e8\u5206\uff09\u3002\u6b64\u5916\uff0c\u5728\u6b64\u9636\u6bb5\u6211\u4eec\u4e0d\u4f7f\u7528\u97f3\u9891\u95ee\u9898\u3002<\/p>\n\n\n\n<ul><li><strong>\u5bf9\u4e8e\u4e00\u822c\u56fe\u50cf\u63cf\u8ff0\u4efb\u52a1<\/strong>\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u6765\u81ea ShareGPT4V \u7684 GPT-4V \u751f\u6210\u90e8\u5206\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u3002\u6211\u4eec\u8fd8\u5f15\u5165\u4e86 Allava-Caption \u548c ShareGTP4o-Image\uff0c\u5e76\u8865\u5145\u4e86\u4e00\u4e9b\u7531\u73b0\u6709 MLLM \u751f\u6210\u7684\u4e2d\u6587\u56fe\u50cf\u63cf\u8ff0\u3002<\/li><li><strong>\u5bf9\u4e8e\u4e00\u822c\u56fe\u50cf\u95ee\u7b54\uff08QA\uff09\u4efb\u52a1<\/strong>\uff0c\u6211\u4eec\u521d\u6b65\u6536\u96c6\u4e86\u4e09\u4e2a\u6570\u636e\u96c6\uff1aLLaVA-Mixture-sample\u3001Lvis-Instruct \u548c ScienceQA\u3002\u6211\u4eec\u4f7f\u7528\u73b0\u6709\u7684 MLLM \u751f\u6210\u4e86\u989d\u5916\u7684 21.8K \u4e2d\u6587 QA \u6570\u636e\u3002\u6b64\u5916\uff0c\u6211\u4eec\u4ece LLaVA-150K \u6570\u636e\u96c6\u4e2d\u79fb\u9664\u4e86\u6807\u9898\u5b50\u96c6\uff0c\u5e76\u5c06\u5176\u4f59\u90e8\u5206\u7ffb\u8bd1\u4e3a\u4e2d\u6587\u3002<\/li><li><strong>\u5bf9\u4e8e OCR \u548c\u56fe\u8868\u4efb\u52a1<\/strong>\uff0c\u6211\u4eec\u5f15\u5165\u4e86 Anyword-3M\u3001ICDAR2019-LSVT\u3001ICDAR2017-RCTW\u3001Open-Chart\uff08\u5305\u62ec ChartQA\u3001DVQA\u3001InfoVQA\u3001Pew \u548c OpenCQA\uff09\uff0c\u4ee5\u53ca\u4e00\u4e9b\u7531\u73b0\u6709 MLLM \u4ece\u5176\u4ed6\u5f00\u6e90\u6570\u636e\u4e2d\u751f\u6210\u7684\u5408\u6210\u6570\u636e\u3002<\/li><li><strong>\u5bf9\u4e8e\u4e00\u822c\u89c6\u9891\u63cf\u8ff0\u4efb\u52a1<\/strong>\uff0c\u6211\u4eec\u4f7f\u7528 ShareGemini \u6570\u636e\u96c6\u3002<\/li><li><strong>\u5bf9\u4e8e\u4e00\u822c\u89c6\u9891 QA \u4efb\u52a1<\/strong>\uff0c\u6211\u4eec\u4f7f\u7528\u73b0\u6709\u7684 MLLM \u91cd\u65b0\u6807\u6ce8\u4e86 Video-ChatGPT \u548c VideoChat2 \u7684\u5f00\u6e90\u6570\u636e\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"796\" height=\"345\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-119.png\" alt=\"\" class=\"wp-image-18421\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-119.png 796w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-119-300x130.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-119-768x333.png 768w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><figcaption>\u4e0d\u540c\u7684\u6587\u672c\u6570\u636e\u76f4\u63a5\u62fc\u63a5\u5230 6K \u8bcd\u5143\u3002\u56fe\u50cf\u9996\u5148\u88ab\u5212\u5206\u4e3a\u5c40\u90e8\u8865\u4e01\uff0c\u7136\u540e\u5c06\u4e0d\u540c\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u8fdb\u884c\u62fc\u63a5\u3002\u89c6\u9891\u6570\u636e\u5219\u76f4\u63a5\u9010\u5e27\u91c7\u6837\u4f5c\u4e3a\u8f93\u5165\uff0c\u65e0\u9700\u8fdb\u884c\u62fc\u63a5\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u80fd\u591f\u7edf\u4e00\u4e0d\u540c\u8bad\u7ec3\u6279\u6b21\u4e2d\u7684\u6570\u636e\u957f\u5ea6\uff0c\u4ece\u800c\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u6570\u636e\u62fc\u63a5<\/strong>\uff1a\u5bf9\u4e8e\u7eaf\u6587\u672c\u6570\u636e\u548c\u56fe\u50cf\u6570\u636e\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u62fc\u63a5\u5230 6K \u8bcd\u5143\uff0c\u5982\u4e0a\u56fe\u6240\u793a\u3002\u89c6\u9891\u6570\u636e\u5219\u4e0d\u8fdb\u884c\u62fc\u63a5\u3002\u62fc\u63a5\u4e0d\u540c\u7684\u6570\u636e\u5e26\u6765\u4e86\u4e24\u4e2a\u597d\u5904\uff1a\u4e00\u662f\u652f\u6301\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4f7f\u5f97\u4ece\u5355\u4e00\u5230\u591a\u56fe\u50cf-\u95ee\u9898\u4ea4\u4e92\u6210\u4e3a\u53ef\u80fd\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u7075\u6d3b\u7684\u8f93\u5165\u5f62\u5f0f\u548c\u5ef6\u957f\u7684\u4e0a\u4e0b\u6587\uff1b\u4e8c\u662f\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u56e0\u4e3a\u89c6\u9891\u5e27\u901a\u5e38\u5305\u542b\u5927\u91cf\u89c6\u89c9\u8bcd\u5143\u3002\u901a\u8fc7\u62fc\u63a5\u56fe\u50cf-\u95ee\u9898\u5bf9\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u6279\u6b21\u4e2d\u4fdd\u6301\u4e86\u8bcd\u5143\u6570\u91cf\u7684\u5e73\u8861\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\u3002\u6b64\u5916\uff0c\u6211\u4eec\u53d1\u73b0\u4f7f\u7528\u62fc\u63a5\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u6027\u80fd\u4e0a\u4e0e\u672a\u62fc\u63a5\u6570\u636e\u7684\u6a21\u578b\u8868\u73b0\u76f8\u5f53\u3002<\/p>\n\n\n\n<h4>\u97f3\u9891\u6a21\u6001<\/h4>\n\n\n\n<p><strong>\u97f3\u9891\u7f16\u7801\u5668<\/strong>\uff1a\u8f93\u5165\u97f3\u9891\u9996\u5148\u901a\u8fc7 Mel \u9891\u7387\u6ee4\u6ce2\u5668\u5757\u5904\u7406\uff0c\u8be5\u5757\u5c06\u97f3\u9891\u4fe1\u53f7\u5206\u89e3\u4e3a Mel \u9891\u7387\u5c3a\u5ea6\u4e0a\u7684\u5404\u4e2a\u9891\u5e26\uff0c\u6a21\u62df\u4eba\u7c7b\u5bf9\u58f0\u97f3\u7684\u975e\u7ebf\u6027\u611f\u77e5\u3002\u968f\u540e\uff0c\u6211\u4eec\u4f7f\u7528 4 \u5c42 CNN \u4e0b\u91c7\u6837\u5c42\u548c 24 \u5c42\u7684\u53d8\u6362\u5668\uff0c\u5171\u8ba1 341M \u53c2\u6570\uff0c\u5904\u7406\u8f93\u5165\u7279\u5f81\u3002\u6211\u4eec\u91c7\u7528\u7b80\u5355\u7684\u4e24\u5c42 MLP \u4f5c\u4e3a\u97f3\u9891-\u6587\u672c\u6a21\u6001\u8fde\u63a5\u5668\u3002\u6700\u7ec8\uff0c\u6bcf 2 \u79d2\u7684\u97f3\u9891\u8f93\u5165\u88ab\u7f16\u7801\u4e3a 25 \u4e2a\u8bcd\u5143\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u5bf9\u9f50<\/strong>\uff1a\u5728\u5bf9\u9f50\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3002\u6211\u4eec\u7684\u6570\u636e\u96c6\u5305\u62ec Wenetspeech\uff0c\u8be5\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u8d85\u8fc7 10,000 \u5c0f\u65f6\u7684\u591a\u9886\u57df\u8bed\u97f3\u8bc6\u522b\u6570\u636e\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u4e2d\u6587\u4efb\u52a1\u4e0a\u3002\u540c\u6837\uff0cGigaspeech \u4e5f\u5305\u542b 10,000 \u5c0f\u65f6\u7684\u9ad8\u8d28\u91cf\u97f3\u9891\u6570\u636e\uff0c\u5927\u90e8\u5206\u6570\u636e\u7528\u4e8e\u82f1\u8bed\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\u3002\u53e6\u4e00\u4e2a\u4efb\u52a1\u662f\u97f3\u9891\u5b57\u5e55\u751f\u6210\uff0c\u4f9d\u8d56\u4e8e Wavcaps \u7684 AudioSet SL \u5b50\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b 400K \u4e2a\u97f3\u9891\u7247\u6bb5\u53ca\u5176\u5bf9\u5e94\u7684\u97f3\u9891\u5b57\u5e55\u3002\u5728\u5bf9\u9f50\u8fc7\u7a0b\u4e2d\uff0c\u97f3\u9891\u7f16\u7801\u5668\u548c\u8fde\u63a5\u5668\u90fd\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3>\u591a\u6a21\u6001\u6307\u4ee4\u5fae\u8c03<\/h3>\n\n\n\n<p>\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u5bf9\u6a21\u578b\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\uff0c\u4ee5\u589e\u5f3a\u5176\u9075\u5faa\u6307\u4ee4\u7684\u80fd\u529b\uff08\u6587\u672c &amp; \u97f3\u9891\u6307\u4ee4\uff09\u3002<\/p>\n\n\n\n<h4>\u8bad\u7ec3\u6570\u636e<\/h4>\n\n\n\n<p><strong>\u6570\u636e\u6784\u5efa<\/strong>\uff1a\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u7684\u6570\u636e\u6765\u6e90\u4e0e\u5bf9\u9f50\u9636\u6bb5\u76f8\u540c\uff08\u89c1\u88681\uff09\uff0c\u5e76\u8fdb\u884c\u4e86\u5982\u4e0b\u6539\u8fdb\uff1a<\/p>\n\n\n\n<ul><li>&nbsp;<strong>\u97f3\u9891\u95ee\u9898\u66ff\u6362<\/strong>\uff1a\u6211\u4eec\u4f7f\u7528 TTS \u6280\u672f\uff08\u5982 GPT-SoVITS6\uff09\u5c06\u5927\u7ea6\u4e00\u534a\u7684\u95ee\u9898\u968f\u673a\u66ff\u6362\u4e3a\u5176\u97f3\u9891\u7248\u672c\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u5bf9\u97f3\u9891\u67e5\u8be2\u7684\u7406\u89e3\u80fd\u529b\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u97f3\u9891\u95ee\u9898\u548c\u6587\u672c\u95ee\u9898\u7684\u6570\u91cf\u89c1\u88681\u3002<\/li><li>&nbsp;<strong>\u7cfb\u7edf\u63d0\u793a\u8bbe\u7f6e<\/strong>\uff1a\u8bbe\u7f6e\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u4ee5\u907f\u514d\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u4e4b\u95f4\u7684\u51b2\u7a81\uff08\u89c1\u4e0b\u8868\uff09\u3002\u4f8b\u5982\uff0c\u6709\u4e9b\u95ee\u9898\u53ef\u4ee5\u57fa\u4e8e\u89c6\u89c9\u4fe1\u606f\u6216\u6a21\u578b\u81ea\u8eab\u77e5\u8bc6\u8fdb\u884c\u56de\u7b54\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u51b2\u7a81\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u56fe\u50cf\u6570\u636e\u7684\u8865\u4e01\u7c7b\u4f3c\u4e8e\u89c6\u9891\u6570\u636e\u7684\u591a\u4e2a\u5e27\uff0c\u53ef\u80fd\u4f1a\u4f7f\u6a21\u578b\u611f\u5230\u56f0\u60d1\u3002\u7cfb\u7edf\u63d0\u793a\u660e\u786e\u533a\u5206\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u7406\u89e3\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1000\" height=\"421\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-120.png\" alt=\"\" class=\"wp-image-18424\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-120.png 1000w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-120-300x126.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-120-768x323.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><strong>\u566a\u58f0\u97f3\u9891\u6784\u5efa<\/strong>\uff1a\u5728\u4eba\u673a\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\uff0c\u5e76\u975e\u6240\u6709\u7684\u97f3\u9891\u8f93\u5165\u90fd\u9700\u8981\u54cd\u5e94\uff0c\u8fd9\u4e9b\u88ab\u79f0\u4e3a\u566a\u58f0\u97f3\u9891\u3002\u4e00\u4e2a\u5177\u6709\u826f\u597d\u4ea4\u4e92\u80fd\u529b\u7684\u7cfb\u7edf\u5e94\u80fd\u4e3b\u52a8\u8bc6\u522b\u97f3\u9891\u7c7b\u578b\uff0c\u5e76\u6709\u9009\u62e9\u6027\u5730\u6267\u884c\u540e\u7eed\u8f93\u51fa\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9700\u8981\u6784\u5efa\u5404\u79cd\u566a\u58f0\u97f3\u9891\u6837\u672c\u4ee5\u4f9b\u6a21\u578b\u8bc6\u522b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u4ece\u73b0\u6709\u7684\u591a\u6a21\u6001\u548c\u5355\u6a21\u6001 QA \u6570\u636e\u4e2d\u968f\u673a\u62bd\u53d6 474K \u4e2a\u53e5\u5b50\u3002\u8fd9\u4e9b\u8d1f\u6837\u672c\u6587\u672c\u96c6\u4e2d\u5728\u4e0d\u9700\u8981\u7528\u6237\u54cd\u5e94\u7684\u975e\u67e5\u8be2\u76f8\u5173\u5185\u5bb9\u4e0a\uff0c\u5176\u957f\u5ea6\u5206\u5e03\u4e0e\u6b63\u5411\u95ee\u9898\u7684\u957f\u5ea6\u5206\u5e03\u4e00\u81f4\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528 TTS \u5de5\u5177\u5c06\u8fd9\u4e9b\u53e5\u5b50\u8f6c\u6362\u4e3a\u97f3\u9891\u3002\u566a\u58f0\u97f3\u9891\u6837\u672c\u7684\u6784\u5efa\u4f7f\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u4e0d\u9700\u8981\u54cd\u5e94\u7684\u97f3\u9891\u8f93\u5165\uff0c\u8fd9\u6709\u52a9\u4e8e\u5b9e\u73b0\u975e\u5524\u9192\u4ea4\u4e92\u3002\u5177\u4f53\u7684\u8bad\u7ec3\u7b56\u7565\u5c06\u5728\u4ee5\u4e0b\u90e8\u5206\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n\n\n\n<h4>\u8bad\u7ec3\u8fc7\u7a0b<\/h4>\n\n\n\n<p>\u6839\u636e\u4e0a\u8ff0\u6784\u5efa\u7684 QA \u5bf9\uff0c\u6a21\u578b\u9700\u8981\u533a\u5206\u4e09\u79cd\u7c7b\u578b\u7684\u67e5\u8be2\uff1a<\/p>\n\n\n\n<ul><li><strong>\u67e5\u8be2\u97f3\u9891<\/strong>\uff1a\u95ee\u9898\u7531\u97f3\u9891\u53d1\u8d77\u3002<\/li><li><strong>\u566a\u58f0\u97f3\u9891<\/strong>\uff1a\u8f93\u5165\u4e3a\u97f3\u9891\uff0c\u4f46\u4e0d\u5305\u542b\u95ee\u9898\u3002<\/li><li><strong>\u67e5\u8be2\u6587\u672c<\/strong>\uff1a\u95ee\u9898\u7531\u6587\u672c\u53d1\u8d77\u3002<\/li><\/ul>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u67e5\u8be2\u7c7b\u578b\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e09\u79cd\u72b6\u6001\u6807\u8bb0 &lt;1&gt;\u3001&lt;2&gt; \u548c &lt;3&gt;\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u5728\u7b54\u6848\u7684\u5f00\u5934\u63d2\u5165\u5bf9\u5e94\u7684\u72b6\u6001\u6807\u8bb0\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u7075\u6d3b\u5904\u7406\u4e0d\u540c\u7684\u4ea4\u4e92\u884c\u4e3a\u3002\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>\u72b6\u6001\u6807\u8bb0 &lt;1&gt; \u8868\u793a\u95ee\u9898\u8f93\u5165\u4e3a\u67e5\u8be2\u97f3\u9891<\/strong>\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u9700\u8981\u4ee5\u6587\u672c\u6216\u901a\u8fc7 TTS \u5de5\u5177\u8f6c\u6362\u7684\u8bed\u97f3\u5f62\u5f0f\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/li><li>\u2022&nbsp;<strong>\u72b6\u6001\u6807\u8bb0 &lt;2&gt; \u8868\u793a\u95ee\u9898\u8f93\u5165\u4e3a\u566a\u58f0\u97f3\u9891<\/strong>\u3002\u6a21\u578b\u5e94\u8f93\u51fa EOS \u6807\u8bb0\u4f5c\u4e3a\u7ec8\u6b62\u7b26\u3002\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7a81\u7136\u7ec8\u6b62\u8f93\u51fa\u53ef\u80fd\u4f1a\u663e\u8457\u964d\u4f4e\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u566a\u58f0\u97f3\u9891\u5bf9\u5e94\u7684\u6587\u672c\u53d1\u9001\u7ed9 LLM\uff0c\u5e76\u4f7f\u7528\u5176\u8f93\u51fa\u6587\u672c\u4f5c\u4e3a\u8bad\u7ec3\u76ee\u6807\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c&lt;2&gt; \u4f5c\u4e3a\u53e6\u4e00\u79cd\u7279\u6b8a\u7684 EOS \u6807\u8bb0\u3002<\/li><li><strong>\u72b6\u6001\u6807\u8bb0 &lt;3&gt; \u8868\u793a\u95ee\u9898\u4e3a\u7eaf\u6587\u672c<\/strong>\uff0c\u7528\u4e8e\u533a\u5206\u8bad\u7ec3\u96c6\u4e2d\u7684\u524d\u4e24\u79cd\u67e5\u8be2\u3002<\/li><\/ul>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u89c6\u89c9\u548c\u97f3\u9891\u7f16\u7801\u5668\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\uff0c\u800c\u8fde\u63a5\u5668\u4e0e Mixtral 8\u00d77B \u4e00\u8d77\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h2>\u6a21\u578b\u90e8\u7f72\uff1a\u53cc\u5de5\u7b56\u7565<\/h2>\n\n\n\n<p>\u5728\u8fd9\u4e00\u90e8\u5206\uff0c\u6211\u4eec\u4e3b\u8981\u8ba8\u8bba\u5982\u4f55\u5b9e\u73b0\u4e24\u79cd\u4ea4\u4e92\u529f\u80fd\uff1a\u975e\u5524\u9192\u4ea4\u4e92\u548c\u97f3\u9891\u4e2d\u65ad\u4ea4\u4e92\u3002<\/p>\n\n\n\n<h3>\u975e\u5524\u9192\u4ea4\u4e92<\/h3>\n\n\n\n<p>\u975e\u5524\u9192\u4ea4\u4e92\u610f\u5473\u7740\u6a21\u578b\u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u5524\u9192\u8bcd\u6216\u6309\u94ae\u7684\u60c5\u51b5\u4e0b\u88ab\u6fc0\u6d3b\uff0c\u5e76\u5bf9\u73af\u5883\u4e2d\u7684\u7528\u6237\u97f3\u9891\u95ee\u9898\u505a\u51fa\u56de\u5e94\u3002\u90e8\u7f72\u8fc7\u7a0b\u5fc5\u987b\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n\n\n\n<ul><li>\u2022&nbsp;<strong>\u5b9e\u65f6\u8ddf\u8e2a\u73af\u5883\u58f0\u97f3<\/strong>\uff1a\u8fd9\u6d89\u53ca\u786e\u5b9a\u97f3\u9891\u5185\u5bb9\u662f\u5426\u5c5e\u4e8e\u4eba\u7c7b\u8bed\u8a00\u3002<\/li><li>\u2022&nbsp;<strong>\u8fc7\u6ee4\u566a\u58f0\u97f3\u9891<\/strong>\uff1a\u6a21\u578b\u5e94\u4ec5\u5bf9\u6709\u6548\u7684\u7528\u6237\u67e5\u8be2\u97f3\u9891\u4f5c\u51fa\u54cd\u5e94\u3002<\/li><\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u7b2c\u4e00\u4e2a\u8981\u6c42\uff0c\u73b0\u6709\u7684\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u53ef\u4ee5\u63d0\u4f9b\u5e2e\u52a9\u3002VITA \u4f7f\u7528 SileroVAD \uff0c\u8be5\u7cfb\u7edf\u7ecf\u8fc7\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u8bad\u7ec3\uff0c\u6db5\u76d6\u8d85\u8fc7 6,000 \u79cd\u8bed\u8a00\uff0c\u5e76\u4e14\u80fd\u591f\u5728\u5404\u79cd\u80cc\u666f\u566a\u58f0\u4e0b\u8868\u73b0\u826f\u597d\u3002\u5bf9\u4e8e\u7b2c\u4e8c\u4e2a\u8981\u6c42\uff0c\u6211\u4eec\u5229\u7528\u7b2c 3.3.2 \u8282\u4e2d\u63cf\u8ff0\u7684\u72b6\u6001\u6807\u8bb0 &lt;2&gt;\u3002\u8fd9\u4f7f\u6a21\u578b\u80fd\u591f\u81ea\u52a8\u533a\u5206\u8f93\u5165\u97f3\u9891\u662f\u5426\u4e3a\u6709\u6548\u67e5\u8be2\u3002\u5982\u679c\u8f93\u5165\u4e3a\u975e\u67e5\u8be2\u7c7b\u578b\uff0c\u6a21\u578b\u5c06\u76f4\u63a5\u7ec8\u6b62\u63a8\u7406\uff0c\u4ece\u800c\u4ec5\u5bf9\u67e5\u8be2\u7c7b\u578b\u7684\u8f93\u5165\u4f5c\u51fa\u54cd\u5e94\u3002<\/p>\n\n\n\n<h3>\u97f3\u9891\u4e2d\u65ad\u4ea4\u4e92<\/h3>\n\n\n\n<p>\u97f3\u9891\u4e2d\u65ad\u4ea4\u4e92\u5141\u8bb8\u7528\u6237\u968f\u65f6\u7528\u65b0\u95ee\u9898\u6253\u65ad\u6a21\u578b\u7684\u751f\u6210\u8fc7\u7a0b\u3002\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u90e8\u7f72\u73af\u5883\u5fc5\u987b\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n\n\n\n<ul><li>&nbsp;<strong>\u5b9e\u65f6\u8ddf\u8e2a\u548c\u8fc7\u6ee4\u5916\u90e8\u67e5\u8be2<\/strong>\uff1a\u5728\u751f\u6210\u54cd\u5e94\u7684\u540c\u65f6\uff0c\u7cfb\u7edf\u5fc5\u987b\u5b9e\u65f6\u8ddf\u8e2a\u548c\u8fc7\u6ee4\u5916\u90e8\u67e5\u8be2\u3002<\/li><li>&nbsp;<strong>\u56de\u7b54\u65b0\u95ee\u9898<\/strong>\uff1a\u5f53\u51fa\u73b0\u65b0\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u5fc5\u987b\u505c\u6b62\u5f53\u524d\u751f\u6210\uff0c\u6574\u5408\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u5e76\u5bf9\u5f53\u524d\u67e5\u8be2\u4f5c\u51fa\u56de\u5e94\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"949\" height=\"445\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-121.png\" alt=\"\" class=\"wp-image-18426\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-121.png 949w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-121-300x141.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-121-768x360.png 768w\" sizes=\"(max-width: 949px) 100vw, 949px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u53cc\u5de5\u90e8\u7f72\u6846\u67b6\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u4e24\u4e2a VITA \u6a21\u578b\u540c\u65f6\u90e8\u7f72\u3002\u5728\u5178\u578b\u6761\u4ef6\u4e0b\uff0c\u751f\u6210\u6a21\u578b\u8d1f\u8d23\u56de\u7b54\u7528\u6237\u67e5\u8be2\u3002\u540c\u65f6\uff0c\u76d1\u63a7\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u68c0\u6d4b\u73af\u5883\u58f0\u97f3\u3002\u5b83\u5ffd\u7565\u975e\u67e5\u8be2\u7528\u6237\u58f0\u97f3\uff08\u5373\u566a\u58f0\u97f3\u9891\uff09\uff0c\u4f46\u5728\u68c0\u6d4b\u5230\u67e5\u8be2\u97f3\u9891\u65f6\u4f1a\u505c\u6b62\u751f\u6210\u6a21\u578b\u7684\u8fdb\u5ea6\u3002\u76d1\u63a7\u6a21\u578b\u968f\u540e\u6574\u5408\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u5e76\u5bf9\u6700\u65b0\u7684\u7528\u6237\u67e5\u8be2\u505a\u51fa\u56de\u5e94\u3002\u8fd9\u65f6\uff0c\u751f\u6210\u6a21\u578b\u548c\u76d1\u63a7\u6a21\u578b\u7684\u8eab\u4efd\u4f1a\u53d1\u751f\u8f6c\u53d8\u3002<\/p>\n\n\n\n<h2>\u8bc4\u4f30<\/h2>\n\n\n\n<p>\u8bed\u8a00\u8868\u73b0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"231\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-122-1024x231.png\" alt=\"\" class=\"wp-image-18427\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-122-1024x231.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-122-300x68.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-122-768x173.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-122.png 1029w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6211\u4eec\u8bad\u7ec3\u8fc7\u7a0b\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u5c06\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u201cMixtral 8x7B Ours\u201d\u4e0e\u5b98\u65b9\u7248\u672c\u201cMixtral 8x7B Instruct\u201d\u8fdb\u884c\u5bf9\u6bd4\uff0c\u8bc4\u4f30\u4f7f\u7528\u4e86\u56db\u4e2a\u6570\u636e\u96c6\uff1aC-EVAL\u3001AGIEVAL\u3001MMLU \u548c GSM8K\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5305\u62ec\u666e\u901a\u591a\u9879\u9009\u62e9\u9898\u3001\u591a\u5b66\u79d1\u95ee\u7b54\uff0c\u4ee5\u53ca\u6570\u5b66\u548c\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u7684\u5404\u79cd\u573a\u666f\uff0c\u6d89\u53ca\u4e2d\u6587\u548c\u82f1\u6587\u4e0a\u4e0b\u6587\u3002\u7ed3\u679c\u5982\u4e0a\u8868\u6240\u793a\uff0c\u6211\u4eec\u7684\u8bad\u7ec3\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u4e2d\u6587\u8bc4\u4f30\u96c6\uff08C-EVAL \u548c AGIEVAL\uff09\u4e0a\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u5728\u82f1\u6587\u76f8\u5173\u57fa\u51c6\uff08MMLU\uff09\u4e0a\u7684\u539f\u6709\u6027\u80fd\uff0c\u5e76\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\uff08GSM8K\uff09\u4e2d\u663e\u793a\u51fa\u663e\u8457\u7684\u6539\u8fdb\u3002<\/p>\n\n\n\n<p>\u97f3\u9891\u8868\u73b0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1009\" height=\"198\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-123.png\" alt=\"\" class=\"wp-image-18429\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-123.png 1009w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-123-300x59.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-123-768x151.png 768w\" sizes=\"(max-width: 1009px) 100vw, 1009px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6211\u4eec\u6a21\u578b\u6240\u5b66\u7684\u8bed\u97f3\u8868\u793a\u7684\u9c81\u68d2\u6027\uff0c\u6211\u4eec\u5728 Wenetspeech \u548c Librispeech\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002Wenetspeech \u5177\u6709\u4e24\u4e2a\u8bc4\u4f30\u62c6\u5206\uff1atest_net \u548c test_meeting\u3002\u524d\u8005\u7684\u6570\u636e\u6e90\u4e0e\u8bad\u7ec3\u6570\u636e\u66f4\u4e3a\u63a5\u8fd1\uff0c\u8f83\u5bb9\u6613\uff1b\u540e\u8005\u5219\u5177\u6709\u66f4\u5927\u7684\u6311\u6218\u6027\u3002\u4f5c\u4e3a\u6211\u4eec\u6a21\u578b\u7684\u7559\u51fa\u6570\u636e\u96c6\uff0cLibrispeech \u8bc4\u4f30\u4e86\u6a21\u578b\u5728\u672a\u89c1\u6570\u636e\u96c6\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5b83\u6709\u56db\u4e2a\u8bc4\u4f30\u62c6\u5206\uff1a\u201cdev\u201d \u5f00\u5934\u7684\u662f\u9a8c\u8bc1\u96c6\uff0c\u201ctest\u201d \u5f00\u5934\u7684\u662f\u6d4b\u8bd5\u96c6\u3002\u201cClean\u201d \u6307\u8f83\u4e0d\u5177\u6311\u6218\u6027\u7684\u96c6\u5408\uff0c\u800c \u201cother\u201d \u6307\u8f83\u5177\u6311\u6218\u6027\u7684\u96c6\u5408\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0cVITA \u5728 ASR \u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u53ef\u89c2\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u8868\u73b0\uff1a<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30 VITA \u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u6211\u4eec\u5728\u56db\u4e2a\u4ee3\u8868\u6027\u57fa\u51c6\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u5305\u62ec MME \u3001OCRBench\u3001HallusionBench \u548c Video-MME \u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u5728\u56fe\u50cf\u7406\u89e3\u65b9\u9762\uff0cVITA \u8d85\u8d8a\u4e86\u56fe\u50cf\u4e13\u7528\u7684\u5f00\u6e90\u6a21\u578b LLaVA-Next\uff0c\u63a5\u8fd1\u4e8e\u95ed\u6e90\u6a21\u578b Gemini 1.5 Pro\u3002\u5728\u89c6\u9891\u7406\u89e3\u65b9\u9762\uff0cVITA \u8d85\u8fc7\u4e86\u89c6\u9891\u4e13\u7528\u7684\u5f00\u6e90\u6a21\u578b Video-CCAM\u3002\u5c3d\u7ba1 VITA \u4e0e\u89c6\u9891\u4e13\u7528\u7684 LLaVA-Next-Video \u4e4b\u95f4\u5b58\u5728\u5dee\u8ddd\uff0c\u4f46\u9274\u4e8e VITA \u652f\u6301\u66f4\u5e7f\u6cdb\u7684\u6a21\u6001\u5e76\u4f18\u5148\u8003\u8651\u4ea4\u4e92\uff0c\u8fd9\u79cd\u5dee\u8ddd\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\u3002\u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u4e0e\u4e13\u6709\u6a21\u578b\u5728\u89c6\u9891\u7406\u89e3\u80fd\u529b\u65b9\u9762\u4ecd\u5b58\u5728\u8f83\u5927\u5dee\u8ddd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1018\" height=\"414\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image.png\" alt=\"\" class=\"wp-image-18454\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image.png 1018w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-300x122.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-768x312.png 768w\" sizes=\"(max-width: 1018px) 100vw, 1018px\" \/><\/figure>\n\n\n\n<h2>\u7ed3\u8bba\u4e0e\u672a\u6765\u5de5\u4f5c<\/h2>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86 VITA\uff0c\u4e00\u4e2a\u5f3a\u5927\u7684\u5f00\u6e90\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u5c06\u89c6\u9891\u3001\u56fe\u50cf\u3001\u6587\u672c\u548c\u97f3\u9891\u7406\u89e3\u6574\u5408\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u4e2d\uff0c\u5e76\u63d0\u4f9b\u4e86\u5148\u8fdb\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002\u9664\u4e86\u5f3a\u5927\u7684\u591a\u6a21\u6001\u57fa\u7840\u80fd\u529b\uff0cVITA \u8fd8\u5728\u5f00\u6e90\u793e\u533a\u4e2d\u5f00\u521b\u4e86\u65b0\u7684\u591a\u6a21\u6001\u4ea4\u4e92\u65b9\u5f0f\uff0c\u5305\u62ec\u975e\u5524\u9192\u4ea4\u4e92\u548c\u97f3\u9891\u4e2d\u65ad\u4ea4\u4e92\u3002\u7136\u800c\uff0c\u5f53\u524d\u7248\u672c\u4ecd\u9762\u4e34\u4ee5\u4e0b\u9650\u5236\uff1a<\/p>\n\n\n\n<ul><li><strong>\u57fa\u7840\u80fd\u529b\u7684\u63d0\u5347<\/strong>\uff1a\u867d\u7136 VITA \u5728\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u76f8\u8f83\u4e8e\u9886\u5148\u7684\u5f00\u6e90\u6a21\u578b\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u4e0e\u4e13\u6709\u6a21\u578b\u76f8\u6bd4\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002<\/li><li><strong>\u566a\u58f0\u97f3\u9891\u6784\u5efa\u7684\u4f18\u5316<\/strong>\uff1a\u4f7f\u7528\u73b0\u6709\u6570\u636e\u7684\u975e\u67e5\u8be2\u54cd\u5e94\u4f5c\u4e3a\u566a\u58f0\u97f3\u9891\u6837\u672c\u662f\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u65b9\u6cd5\u3002\u7136\u800c\uff0cVITA \u6709\u65f6\u4f1a\u5c06\u566a\u58f0\u97f3\u9891\u8bef\u5206\u7c7b\u4e3a\u67e5\u8be2\u97f3\u9891\uff0c\u8fd9\u7a81\u663e\u4e86\u9700\u8981\u66f4\u7ec6\u81f4\u7684\u6784\u5efa\u65b9\u6cd5\u3002<\/li><li><strong>\u4e0e LLM \u8054\u5408\u6784\u5efa\u7aef\u5230\u7aef TTS<\/strong>\uff1a<strong>\u6211\u4eec\u76ee\u524d\u4f7f\u7528\u989d\u5916\u7684 TTS \u5de5\u5177\u5c06 LLM \u751f\u6210\u7684\u6587\u672c\u8f6c\u6362\u4e3a\u8bed\u97f3\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u6bd4\u8f83\u8017\u65f6\u3002\u5982\u679c\u80fd\u591f\u5c06 TTS \u4e0e LLM \u7ed3\u5408\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u8f93\u51fa\uff0c\u53ef\u80fd\u4f1a\u5927\u5927\u63d0\u5347\u5b9e\u65f6\u4ea4\u4e92\u6027\u80fd\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u672a\u6765\u7684\u5de5\u4f5c\u5c06\u96c6\u4e2d\u5728\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u5e76\u63a2\u7d22\u4ee5\u4e0b\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul><li><strong>\u63d0\u5347\u591a\u6a21\u6001\u57fa\u7840\u80fd\u529b<\/strong>\uff1a\u5f15\u5165\u66f4\u591a\u6570\u636e\u5e76\u6539\u8fdb\u6a21\u578b\u67b6\u6784\uff0c\u4ee5\u7f29\u5c0f\u4e0e\u4e13\u6709\u6a21\u578b\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/li><li><strong>\u4f18\u5316\u566a\u58f0\u97f3\u9891\u8bc6\u522b<\/strong>\uff1a\u5f00\u53d1\u66f4\u590d\u6742\u7684\u566a\u58f0\u97f3\u9891\u8bc6\u522b\u7b97\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u8fc7\u6ee4\u65e0\u5173\u97f3\u9891\u7684\u80fd\u529b\u3002<\/li><li><strong>\u5b9e\u73b0\u7aef\u5230\u7aef TTS<\/strong>\uff1a\u7814\u7a76\u5982\u4f55\u5c06 TTS \u529f\u80fd\u76f4\u63a5\u96c6\u6210\u5230 LLM \u4e2d\uff0c\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u8bed\u97f3\u751f\u6210\u548c\u5b9e\u65f6\u4ea4\u4e92\u3002<\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u671f\u5f85\u5728\u672a\u6765\u7248\u672c\u7684 VITA \u4e2d\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u5e76\u7ee7\u7eed\u63a8\u52a8\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Abs\uff1ahttps:\/\/arxiv.org\/pdf\/2408.05211Demo\uff1ahttps:\/\/vita-h &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/08\/31\/vita-gpt-4o\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u591a\u6a21\u6001\u5927\u6a21\u578bVITA : GPT-4o\u7684\u7b80\u6613\u5e73\u66ff<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9,38],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18387"}],"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=18387"}],"version-history":[{"count":43,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18387\/revisions"}],"predecessor-version":[{"id":19005,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18387\/revisions\/19005"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=18387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=18387"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=18387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}