{"id":17051,"date":"2023-11-29T16:14:40","date_gmt":"2023-11-29T08:14:40","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=17051"},"modified":"2023-11-29T16:14:40","modified_gmt":"2023-11-29T08:14:40","slug":"%e8%ae%ad%e7%bb%83130%e4%ba%bf%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bb%853%e5%a4%a9%ef%bc%8c%e5%8c%97%e5%a4%a7%e6%8f%90%e5%87%bachat-univi%e7%bb%9f%e4%b8%80%e5%9b%be%e7%89%87%e5%92%8c%e8%a7%86%e9%a2%91","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/11\/29\/17051\/","title":{"rendered":"\u8bad\u7ec3130\u4ebf\u5927\u6a21\u578b\u4ec53\u5929\uff0c\u5317\u5927\u63d0\u51faChat-UniVi\u7edf\u4e00\u56fe\u7247\u548c\u89c6\u9891\u7406\u89e3"},"content":{"rendered":"<div class=\"article-desc\">\u5317\u4eac\u5927\u5b66\u548c\u4e2d\u5c71\u5927\u5b66\u7b49\u673a\u6784\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u7edf\u4e00\u7684\u89c6\u89c9\u8bed\u8a00\u5927\u6a21\u578b \u2014\u2014Chat-UniVi\u3002\u901a\u8fc7\u6784\u5efa\u56fe\u7247\u548c\u89c6\u9891\u7edf\u4e00\u8868\u5f81\uff0c\u8be5\u6846\u67b6\u4f7f\u5f97\u4e00\u4e2a LLM \u80fd\u591f\u5728\u56fe\u7247\u548c\u89c6\u9891\u7684\u6df7\u5408\u6570\u636e\u4e0b\u8bad\u7ec3\uff0c\u5e76\u540c\u65f6\u5b8c\u6210\u56fe\u7247\u548c\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8be5\u6846\u67b6\u6781\u5927\u964d\u4f4e\u4e86\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u5f00\u9500\uff0c\u4f7f\u5f97\u5728\u4e09\u5929\u4ee5\u5185\u5373\u53ef\u8bad\u7ec3\u51fa\u5177\u6709 130 \u4ebf\u53c2\u6570\u7684\u901a\u7528\u89c6\u89c9\u8bed\u8a00\u5927\u6a21\u578b\u3002Chat-UniVi \u6a21\u578b\u5728\u56fe\u7247\u548c\u89c6\u9891\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u90fd\u53d6\u5f97\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002\u6240\u6709\u4ee3<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"eceaeb\" data-has-transparency=\"false\" style=\"--dominant-color: #eceaeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17052\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e.png\" width=\"1080\" height=\"303\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e-300x84.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e-1024x287.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e-150x42.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/c82130086a3d753f30c140bca5327e4617275e-768x215.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"ua73dd4b-V2gEmiWS\">\n<li data-id=\"ld70c578-haeaQk3P\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2311.08046.pdf<\/li>\n<li data-id=\"ld70c578-kRkVYncC\">GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/PKU-YuanGroup\/Chat-UniVi<\/li>\n<li data-id=\"ld70c578-OSAbT4jW\">Huggingface \u5730\u5740\uff1ahttps:\/\/huggingface.co\/Chat-UniVi<\/li>\n<li data-id=\"ld70c578-d2XSVXef\">Demo \u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/Chat-UniVi\/Chat-UniVi<\/li>\n<\/ul>\n<p><img data-dominant-color=\"e6e3e6\" data-has-transparency=\"false\" style=\"--dominant-color: #e6e3e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17053\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7.png\" width=\"1080\" height=\"796\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7-300x221.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7-1024x755.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7-150x111.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/08496e2392c0faa9b9c0633f12712da4a676d7-768x566.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 1 Chat-UniVi \u5728\u56fe\u7247\u3001\u89c6\u9891\u4e0a\u7684 17 \u4e2a\u57fa\u51c6\u4e0a\u8fbe\u5230\u5148\u8fdb\u7684\u6027\u80fd<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c<strong>\u5317\u4eac\u5927\u5b66\u548c\u4e2d\u5c71\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a Chat-UniVi \u7684\u7edf\u4e00\u7684\u89c6\u89c9\u8bed\u8a00\u65b9\u6848<\/strong>\uff0c\u5176\u80fd<strong>\u901a\u8fc7\u7edf\u4e00\u7684\u89c6\u89c9\u8868\u5f81\u540c\u65f6\u5904\u7406\u56fe\u7247\u4efb\u52a1\u548c\u89c6\u9891\u4efb\u52a1<\/strong>\u3002\u4f5c\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u89c6\u89c9\u7406\u89e3\u6a21\u578b\uff0cChat-UniVi \u4ee5\u66f4\u5c11\u7684\u89c6\u89c9 token \u6570\u91cf\uff0c\u8d85\u8fc7\u4e86\u4e13\u95e8\u9488\u5bf9\u56fe\u7247\u8bbe\u8ba1\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u4e13\u95e8\u9488\u5bf9\u89c6\u9891\u8bbe\u8ba1\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6240\u63d0\u51fa\u7684\u7edf\u4e00\u7684\u89c6\u89c9\u8868\u5f81\u6781\u5927\u51cf\u5c11\u4e86\u8f93\u5165\u89c6\u89c9 token \u7684\u6570\u91cf\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\uff0c\u4f7f\u5f97\u8bad\u7ec3\u4e00\u4e2a\u5177\u6709 130 \u4ebf\u53c2\u6570\u7684\u901a\u7528\u89c6\u89c9\u8bed\u8a00\u5927\u6a21\u578b\u53ea\u9700\u8981\u4e09\u5929\u3002<\/p>\n<p><img data-dominant-color=\"bbd2d1\" data-has-transparency=\"false\" style=\"--dominant-color: #bbd2d1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17054\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc.png\" width=\"1080\" height=\"358\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc-1024x339.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc-150x50.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/f9f15a729fa625cfbcf1573e634f7cdac46dbc-768x255.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u4ecb\u7ecd\u672c\u6587\u65b9\u6cd5\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u770b\u4e00\u4e0b Demo \u5c55\u793a\uff1a<\/p>\n<h4>\u65b9\u6cd5\u4ecb\u7ecd<\/h4>\n<p>\u73b0\u6709\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u53ea\u4e13\u6ce8\u4e8e\u56fe\u7247\u6216\u89c6\u9891\u8f93\u5165\u3002\u5176\u4e2d\uff0c\u4e13\u6ce8\u4e8e\u56fe\u7247\u7406\u89e3\u7684\u65b9\u6cd5\u901a\u5e38\u4f7f\u7528\u5927\u91cf\u7684\u89c6\u89c9 token \u6765\u83b7\u5f97\u66f4\u7cbe\u7ec6\u7684\u7a7a\u95f4\u5206\u8fa8\u7387\u3002\u800c\u4e13\u6ce8\u4e8e\u89c6\u9891\u7406\u89e3\u7684\u65b9\u6cd5\u5f80\u5f80\u4f1a\u727a\u7272\u6bcf\u5e27\u7684\u7a7a\u95f4\u5206\u8fa8\u7387\uff0c\u4ee5\u8f93\u5165\u66f4\u591a\u5e27\u6784\u5efa\u66f4\u7cbe\u7ec6\u7684\u65f6\u95f4\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4f7f\u7528\u4e00\u7ec4\u52a8\u6001\u89c6\u89c9 token \u7edf\u4e00\u8868\u793a\u56fe\u7247\u548c\u89c6\u9891\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u56fe\u7247\u53ef\u4ee5\u901a\u8fc7\u4e0d\u540c\u5927\u5c0f\u7684\u89c6\u89c9 token \u6765\u5efa\u6a21\u3002\u4f8b\u5982\uff0c\u4e3b\u8981\u5bf9\u8c61 (\u5373\u56fe 2 \u4e2d\u7684\u7f8a) \u9700\u8981\u4f7f\u7528\u66f4\u591a\u89c6\u89c9 token \u8fdb\u884c\u7ec6\u7c92\u5ea6\u8868\u793a\uff0c\u800c\u80cc\u666f (\u5373\u96ea\u5c71) \u53ea\u9700\u4f7f\u7528\u4e00\u4e2a\u89c6\u89c9 token \u5373\u53ef\u5145\u5206\u5efa\u6a21\u3002\u5bf9\u4e8e\u89c6\u9891\u6765\u8bf4\uff0c\u89c6\u9891\u9996\u5148\u4f1a\u88ab\u5206\u6210\u591a\u4e2a\u5173\u952e\u4e8b\u4ef6\uff0c\u968f\u540e\u89c6\u89c9 token \u4f1a\u5728\u4e8b\u4ef6\u5185\u90e8\u8fdb\u884c\u62d3\u5c55\u3002\u8fd9\u79cd\u56fe\u7247\u548c\u89c6\u9891\u7684\u7edf\u4e00\u8868\u793a\u5927\u5927\u51cf\u5c11\u4e86\u89c6\u89c9 token \u7684\u6570\u91cf\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u8be5\u65b9\u6cd5\u4e2d\uff0c\u8f83\u957f\u7684\u89c6\u9891\u88ab\u5206\u914d\u4e86\u66f4\u591a\u7684\u89c6\u89c9 token\u3002\u56e0\u6b64\uff0c\u6bd4\u73b0\u6709\u7684\u65b9\u6cd5\u66f4\u9002\u5408\u4e8e\u5177\u6709\u53ef\u53d8\u957f\u5ea6\u89c6\u9891\u7684\u7406\u89e3\u3002<\/p>\n<p><img data-dominant-color=\"c2cacc\" data-has-transparency=\"false\" style=\"--dominant-color: #c2cacc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17055\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220.png\" width=\"1080\" height=\"777\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220-300x216.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220-1024x737.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220-150x108.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/612da0e85f67270ee1391642d1ef1fbe808220-768x553.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 2 Chat-UniVi \u63d0\u51fa\u7684\u7edf\u4e00\u89c6\u89c9\u8868\u5f81<\/p>\n<p>\u4e3a\u4e86\u83b7\u5f97\u8fd9\u4e9b\u52a8\u6001\u7684\u89c6\u89c9 token\uff0c\u7814\u7a76\u4eba\u5458\u57fa\u4e8e\u6700\u8fd1\u90bb\u7684\u5bc6\u5ea6\u5cf0\u805a\u7c7b\u7b97\u6cd5\uff0c\u9010\u6b65\u5bf9\u89c6\u89c9 token \u8fdb\u884c\u5206\u7ec4\u548c\u5408\u5e76\u3002\u5f53\u6d89\u53ca\u89c6\u9891\u65f6\uff0c\u540c\u6837\u5e94\u7528\u6700\u8fd1\u90bb\u7684\u5bc6\u5ea6\u5cf0\u805a\u7c7b\u7b97\u6cd5\u6765\u83b7\u53d6\u4e8b\u4ef6\u7684\u5e27\u96c6\u5408\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\uff0c\u7814\u7a76\u4eba\u5458\u4e3a LLM \u63d0\u4f9b\u4e86\u4e00\u4e2a\u591a\u5c3a\u5ea6\u8868\u5f81\uff0c\u5176\u4e2d\u591a\u5c3a\u5ea6\u8868\u5f81\u7684\u4e0a\u5c42\u7279\u5f81\u8868\u793a\u9ad8\u7ea7\u8bed\u4e49\u6982\u5ff5\uff0c\u800c\u4e0b\u5c42\u7279\u5f81\u5f3a\u8c03\u89c6\u89c9\u7ec6\u8282\u8868\u793a\u3002<\/p>\n<p><img data-dominant-color=\"dfd5cf\" data-has-transparency=\"false\" style=\"--dominant-color: #dfd5cf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17056\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6.png\" width=\"1080\" height=\"613\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6-300x170.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6-1024x581.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6-150x85.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b73619b658e71bf175c73944a1a35e4731c9c6-768x436.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 3 Chat-UniVi \u6574\u4f53\u6846\u67b6\u56fe<\/p>\n<p>Chat-UniVi \u6846\u67b6\u5177\u6709\u4e24\u4e2a\u5f15\u4eba\u6ce8\u76ee\u7684\u4f18\u70b9\uff1a\u9996\u5148\uff0c\u5176\u7edf\u4e00\u7684\u56fe\u7247\u548c\u89c6\u9891\u5efa\u6a21\u65b9\u6cd5\u5141\u8bb8\u5728\u56fe\u7247\u548c\u89c6\u9891\u6df7\u5408\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u4fee\u6539\u5373\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u56fe\u7247\u548c\u89c6\u9891\u4efb\u52a1\u3002\u5176\u6b21\uff0c\u591a\u5c3a\u5ea6\u8868\u5f81\u6709\u52a9\u4e8e\u5bf9\u56fe\u7247\u548c\u89c6\u9891\u7684\u5168\u9762\u7406\u89e3\uff0c\u4f7f Chat-UniVi \u80fd\u591f\u9002\u5e94\u5404\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\u4f7f\u7528\u9ad8\u5c42\u6b21\u7279\u5f81\u8fdb\u884c\u8bed\u4e49\u7406\u89e3\uff0c\u4f7f\u7528\u4f4e\u5c42\u6b21\u7279\u5f81\u751f\u6210\u8be6\u7ec6\u63cf\u8ff0\u3002<\/p>\n<p>Chat-UniVi \u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<p>\uff081\uff09\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u7814\u7a76\u4eba\u5458\u51bb\u7ed3 LLM \u548c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u540c\u65f6\u53ea\u8bad\u7ec3\u6295\u5f71\u77e9\u9635\u3002\u8fd9\u79cd\u8bad\u7ec3\u7b56\u7565\u4f7f\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u6355\u83b7\u89c6\u89c9\u4fe1\u606f\uff0c\u800c\u4e0d\u4f1a\u5bf9 LLM \u7684\u6027\u80fd\u9020\u6210\u4efb\u4f55\u660e\u663e\u7684\u635f\u5bb3\u3002<\/p>\n<p>\uff082\uff09\u8054\u5408\u6307\u4ee4\u5fae\u8c03\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u7814\u7a76\u4eba\u5458\u5728\u4e00\u4e2a\u5305\u542b\u56fe\u7247\u548c\u89c6\u9891\u7684\u6df7\u5408\u6570\u636e\u96c6\u4e0a\u5bf9\u6574\u4e2a\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u53c2\u6570\u5fae\u8c03\u3002\u901a\u8fc7\u5728\u6df7\u5408\u6570\u636e\u96c6\u4e0a\u7684\u8054\u5408\u8bad\u7ec3\uff0cChat-UniVi \u5b9e\u73b0\u4e86\u5bf9\u5927\u91cf\u6307\u4ee4\u7684\u5353\u8d8a\u7406\u89e3\uff0c\u5e76\u4ea7\u751f\u4e86\u66f4\u81ea\u7136\u3001\u66f4\u53ef\u9760\u7684\u8f93\u51fa\u3002<\/p>\n<h4>\u5b9e\u9a8c<\/h4>\n<p><strong>\u56fe\u7247\u7406\u89e3\u5b9e\u9a8c<\/strong>\u3002Chat-UniVi \u4f7f\u7528\u66f4\u5c11\u7684\u89c6\u89c9 token\uff0c\u540c\u65f6\u5b9e\u73b0\u5353\u8d8a\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cChat-UniVi \u6a21\u578b\u5728 7B \u53c2\u6570\u4e0b\uff0c\u4e5f\u80fd\u8fbe\u5230 LLaVA \u6a21\u578b 13B \u53c2\u6570\u4e0b\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><img data-dominant-color=\"e3e4e4\" data-has-transparency=\"false\" style=\"--dominant-color: #e3e4e4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17057\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/22d6a9f21e567bcc0bb9320afbc7cf9bc94bbc.png\" width=\"878\" height=\"486\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/22d6a9f21e567bcc0bb9320afbc7cf9bc94bbc.png 878w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/22d6a9f21e567bcc0bb9320afbc7cf9bc94bbc-300x166.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/22d6a9f21e567bcc0bb9320afbc7cf9bc94bbc-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/22d6a9f21e567bcc0bb9320afbc7cf9bc94bbc-768x425.png 768w\" sizes=\"auto, (max-width: 878px) 100vw, 878px\" \/><\/p>\n<p><strong>\u89c6\u9891\u7406\u89e3\u5b9e\u9a8c<\/strong>\u3002Chat-UniVi \u4f5c\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u8d85\u8fc7\u4e86\u4e13\u95e8\u9488\u5bf9\u89c6\u9891\u8bbe\u8ba1\u7684\u65b9\u6cd5\uff0c\u4f8b\u5982 VideoChat \u548c Video-ChatGPT\u3002<\/p>\n<p><img data-dominant-color=\"e5e6e6\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e6e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17058\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337.png\" width=\"1028\" height=\"488\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337.png 1028w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337-300x142.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337-1024x486.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337-150x71.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d634dd043b0bcba1d2a175e320ba3852876337-768x365.png 768w\" sizes=\"auto, (max-width: 1028px) 100vw, 1028px\" \/><\/p>\n<p><strong>\u56fe\u7247\u95ee\u7b54\u5b9e\u9a8c<\/strong>\u3002Chat-UniVi \u5728 ScienceQA \u6570\u636e\u96c6\u4e0a\u83b7\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cChat-UniVi \u4f18\u4e8e\u4e13\u95e8\u9488\u5bf9\u79d1\u5b66\u95ee\u7b54\u8fdb\u884c\u4f18\u5316\u7684 LLaMA-SciTune \u6a21\u578b\uff0c\u5145\u5206\u4f53\u73b0\u4e86\u8be5\u65b9\u6cd5\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n<p><img data-dominant-color=\"eaeaeb\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17059\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f.png\" width=\"1080\" height=\"475\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f-300x132.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f-1024x450.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f-150x66.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/783776b57c5e136268458640545ec0aaca7f4f-768x338.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>\u89c6\u9891\u95ee\u7b54\u5b9e\u9a8c<\/strong>\u3002\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\uff0cChat-UniVi \u90fd\u4f18\u4e8e\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0c\u4f8b\u5982 VideoChat \u548c Video-ChatGPT\u3002<\/p>\n<p><img data-dominant-color=\"ebebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17060\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f.png\" width=\"1080\" height=\"276\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f-300x77.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f-1024x262.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f-150x38.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/768bc253633ce51053d28827b98aecd025212f-768x196.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>\u5e7b\u89c9\u5b9e\u9a8c<\/strong>\u3002\u5728\u5e7b\u89c9\u8bc4\u4f30\u4e0a\uff0cChat-UniVi \u4f18\u4e8e\u6700\u8fd1\u63d0\u51fa\u7684\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u591a\u5c3a\u5ea6\u8868\u5f81\u63d0\u9ad8\u4e86\u62b5\u6297\u5e7b\u89c9\u7684\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4f5c\u4e3a 7B \u6a21\u578b\uff0cChat-UniVi \u751a\u81f3\u4f18\u4e8e 13B \u6a21\u578b\uff0c\u5982 MiniGPT4\u3002\u7814\u7a76\u4eba\u5458\u5c06\u8fd9\u4e00\u6210\u529f\u5f52\u529f\u4e8e\u591a\u5c3a\u5ea6\u8868\u5f81\uff0c\u591a\u5c3a\u5ea6\u8868\u5f81\u4f7f\u6a21\u578b\u80fd\u591f\u540c\u65f6\u611f\u77e5\u9ad8\u7ea7\u8bed\u4e49\u6982\u5ff5\u548c\u4f4e\u7ea7\u89c6\u89c9\u5916\u89c2\u3002<\/p>\n<p><img data-dominant-color=\"e9eaeb\" data-has-transparency=\"false\" style=\"--dominant-color: #e9eaeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17061\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede.png\" width=\"1080\" height=\"316\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede-300x88.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede-1024x300.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede-150x44.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/17191c01654743e424f289e7281b9511354ede-768x225.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>\u4eba\u5de5\u8bc4\u6d4b\u5b9e\u9a8c<\/strong>\u3002\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u4e5f\u8fdb\u884c\u4e86\u4eba\u5de5\u8bc4\u4f30\u5b9e\u9a8c\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u57fa\u4e8e Flamingo \u7684\u65b9\u6cd5\u5728\u7406\u89e3\u89c6\u9891\u7684\u80fd\u529b\u4e0a\u5b58\u5728\u5c40\u9650\u6027\u3002\u8fd9\u79cd\u9650\u5236\u5f52\u56e0\u4e8e\u5b83\u4eec\u4f7f\u7528 Q-Former \u4ece\u4e0d\u540c\u957f\u5ea6\u7684\u89c6\u9891\u4e2d\u63d0\u53d6\u56fa\u5b9a\u6570\u91cf\u7684\u89c6\u89c9 token\uff0c\u8fd9\u963b\u788d\u4e86\u5b83\u4eec\u5728\u5efa\u6a21\u65f6\u95f4\u7406\u89e3\u65b9\u9762\u7684\u6709\u6548\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cChat-UniVi \u4f5c\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\uff0c\u4e0d\u4ec5\u4f18\u4e8e\u57fa\u4e8e Flamingo \u6784\u5efa\u7684\u65b9\u6cd5\uff0c\u800c\u4e14\u8d85\u8fc7\u4e86\u4e13\u95e8\u4e3a\u56fe\u7247\u548c\u89c6\u9891\u8bbe\u8ba1\u7684\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"e8e5e5\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e5e5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17062\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/595ca14881c4d7d083e3725e66006e4fc993c3.png\" width=\"1080\" height=\"236\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/595ca14881c4d7d083e3725e66006e4fc993c3.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/595ca14881c4d7d083e3725e66006e4fc993c3-300x66.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/595ca14881c4d7d083e3725e66006e4fc993c3-1024x224.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/595ca14881c4d7d083e3725e66006e4fc993c3-150x33.png 150w, 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