{"id":615,"date":"2025-12-31T10:05:44","date_gmt":"2025-12-31T02:05:44","guid":{"rendered":"https:\/\/aitimes.link\/?p=615"},"modified":"2025-12-31T10:07:58","modified_gmt":"2025-12-31T02:07:58","slug":"video-models-are-zero-shot-learners-and-reasoners","status":"publish","type":"post","link":"https:\/\/aitimes.link\/index.php\/2025\/12\/31\/video-models-are-zero-shot-learners-and-reasoners\/","title":{"rendered":"Video models are zero-shot learners and reasoners"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u8bba\u6587\u603b\u7ed3\uff1a\u300aVideo models are zero-shot learners and reasoners\u300b<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u57fa\u672c\u4fe1\u606f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6807\u9898<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u662f\u96f6\u6837\u672c\u5b66\u4e60\u8005\u548c\u63a8\u7406\u5668<\/li>\n\n\n\n<li><strong>\u4f5c\u8005<\/strong>\uff1aRobert Geirhos \u7b49<\/li>\n\n\n\n<li><strong>\u53d1\u8868<\/strong>\uff1aarXiv, 2025\u5e749\u6708<\/li>\n\n\n\n<li><strong>\u6838\u5fc3<\/strong>\uff1a\u9996\u6b21\u7cfb\u7edf\u6027\u5c55\u793a\u89c6\u9891\u751f\u6210\u6a21\u578b\uff08Veo 3\uff09\u4f5c\u4e3a\u901a\u7528\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u529b<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u89c2\u70b9<\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u547d\u9898\uff1a\u50cf Veo 3 \u8fd9\u6837\u7684 <strong>\u89c6\u9891\u751f\u6210\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u89c6\u9891\u751f\u6210\u5668\uff0c\u5b83\u4eec\u6b63\u5728\u6f14\u53d8\u4e3a\u901a\u7528\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b<\/strong>\uff0c\u5177\u5907\u5f3a\u5927\u7684\u96f6\u6837\u672c\u5b66\u4e60\u548c\u521d\u6b65\u7684\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u7c7b\u6bd4<\/strong>\uff1a\u5c31\u50cf LLM \u5728\u6587\u672c\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u7684\u901a\u7528\u6027\u4e00\u6837\uff0c\u89c6\u9891\u6a21\u578b\u53ef\u80fd\u4e5f\u5728\u8d70\u5411\u7c7b\u4f3c\u7684\u901a\u7528\u89c6\u89c9\u7406\u89e3\u4e4b\u8def\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3b\u8981\u5b9e\u9a8c\u4e0e\u53d1\u73b0<\/h2>\n\n\n\n<p>\u8bba\u6587\u6d4b\u8bd5\u4e86 Veo 3 \u5728 <strong>10+ \u4e2a\u4e0d\u540c\u89c6\u89c9\u4efb\u52a1<\/strong>\u4e0a\u7684\u8868\u73b0\uff0c\u8fd9\u4e9b\u4efb\u52a1\u90fd\u4e0d\u662f\u5b83\u660e\u786e\u8bad\u7ec3\u8fc7\u7684\uff1a\u8868\u683c<\/p>\n\n\n\n<p>\u590d\u5236<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u4efb\u52a1\u7c7b\u522b<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5177\u4f53\u4efb\u52a1<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u80fd\u529b\u4f53\u73b0<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u89c6\u89c9\u7406\u89e3<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8bed\u4e49\u5206\u5272\u3001\u8fb9\u7f18\u68c0\u6d4b\u3001\u6df1\u5ea6\u4f30\u8ba1\u3001\u6cd5\u5411\u91cf\u4f30\u8ba1<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7406\u89e3\u56fe\u50cf\u7684\u8bed\u4e49\u7ed3\u6784\u548c\u51e0\u4f55\u4fe1\u606f<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u7269\u7406\u7406\u89e3<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5224\u65ad\u7269\u4f53\u662f\u5426\u6613\u788e\/\u53ef\u6eda\u52a8\/\u53ef\u62c9\u4f38<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u4ece\u89c6\u89c9\u5916\u89c2\u63a8\u65ad\u7269\u7406\u5c5e\u6027<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u529f\u80fd\u7406\u89e3<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8bc6\u522b\u7269\u4f53\u53ef\u4f9b\u6027\uff08affordance\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7406\u89e3\u7269\u4f53\u7684\u529f\u80fd\u548c\u6f5c\u5728\u7528\u9014<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u89c6\u89c9\u64cd\u4f5c<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u56fe\u50cf\u7f16\u8f91\uff08\u66ff\u6362\/\u79fb\u9664\u5bf9\u8c61\uff09\u3001\u98ce\u683c\u8f6c\u6362<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7cbe\u786e\u64cd\u63a7\u89c6\u89c9\u5185\u5bb9<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u7269\u7406\u6a21\u62df<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u62df\u5de5\u5177\u4f7f\u7528\uff08\u526a\u8349\u3001\u6572\u9489\u5b50\u3001\u69a8\u6c41\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u62df\u52a8\u6001\u7269\u7406\u4ea4\u4e92<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u89c6\u89c9\u63a8\u7406<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8ff7\u5bab\u6c42\u89e3\u3001\u5bf9\u79f0\u7fa4\u5224\u65ad<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u57fa\u4e8e\u89c6\u89c9\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\u548c\u51b3\u7b56<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u53d1\u73b0\uff1a<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u96f6\u6837\u672c\u80fd\u529b\u60ca\u4eba<\/strong>\uff1a\u65e0\u9700\u5fae\u8c03\uff0c\u4ec5\u901a\u8fc7\u8bbe\u8ba1\u5408\u9002\u7684\u63d0\u793a\u8bcd\uff08prompt\uff09\u5c31\u80fd\u5b8c\u6210\u4e0a\u8ff0\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u7406\u89e3<\/strong>\uff1a\u80fd\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4e0e\u89c6\u89c9\u5185\u5bb9\u7cbe\u786e\u5bf9\u5e94<\/li>\n\n\n\n<li><strong>\u521d\u6b65\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\u80fd\u8fdb\u884c\u7b80\u5355\u7684\u89c4\u5212\u548c\u51b3\u7b56\uff08\u5982\u8ff7\u5bab\u8def\u5f84\u89c4\u5212\uff09<\/li>\n\n\n\n<li><strong>\u4e00\u81f4\u6027<\/strong>\uff1a\u751f\u6210\u7ed3\u679c\u7a33\u5b9a\u53ef\u9760\uff0c\u4f18\u4e8e\u8bb8\u591a\u4e13\u7528\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u6280\u5de7<\/strong>\uff1a<strong>&#8220;Video-as-Prompt&#8221;<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5c06\u8f93\u5165\u56fe\u50cf\u4f5c\u4e3a\u7b2c\u4e00\u5e27<\/li>\n\n\n\n<li>\u901a\u8fc7\u6587\u672c\u63d0\u793a\u63cf\u8ff0\u671f\u671b\u7684\u53d8\u6362\/\u5206\u6790\/\u6a21\u62df<\/li>\n\n\n\n<li>\u8ba9\u6a21\u578b\u751f\u6210\u540e\u7eed\u5e27\u6765\u5b9e\u73b0\u4efb\u52a1<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u5272\u4efb\u52a1<\/strong>\uff1a\u63d0\u793a &#8220;A person is segmenting the dog by painting over it in red&#8221;<\/li>\n\n\n\n<li><strong>\u7269\u7406\u6a21\u62df<\/strong>\uff1a\u63d0\u793a &#8220;A pair of scissors is cutting through the grass&#8221;<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u54cd\u4e0e\u610f\u4e49<\/h2>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8303\u5f0f\u8f6c\u53d8<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u53ef\u80fd\u53d6\u4ee3\u4e13\u7528\u89c6\u89c9\u6a21\u578b\uff0c\u6210\u4e3a\u901a\u7528\u89c6\u89c9\u7406\u89e3\u5f15\u64ce<\/li>\n\n\n\n<li><strong>\u65b0\u8bc4\u4f30\u7ef4\u5ea6<\/strong>\uff1a\u9700\u8981\u91cd\u65b0\u601d\u8003\u5982\u4f55\u8bc4\u4f30&#8221;\u901a\u7528\u89c6\u89c9\u6a21\u578b&#8221;<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u524d\u666f<\/strong>\uff1a\u7edf\u4e00\u7684\u6a21\u578b\u53ef\u7b80\u5316\u89c6\u89c9AI\u7cfb\u7edf\u5f00\u53d1<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c40\u9650\u4e0e\u672a\u6765\u5de5\u4f5c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u91cf\u8bc4\u4f30\u6709\u9650<\/strong>\uff1a\u76ee\u524d\u4e3b\u8981\u662f\u5b9a\u6027\u5c55\u793a\uff0c\u7f3a\u4e4f\u5927\u89c4\u6a21\u5b9a\u91cf\u8bc4\u6d4b<\/li>\n\n\n\n<li><strong>\u8ba1\u7b97\u6210\u672c<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u901a\u5e38\u6bd4\u4e13\u7528\u6a21\u578b\u66f4\u6602\u8d35<\/li>\n\n\n\n<li><strong>\u7406\u8bba\u7406\u89e3\u4e0d\u8db3<\/strong>\uff1a\u5bf9\u5176\u5185\u90e8\u673a\u5236\u7684\u7406\u89e3\u8fd8\u5f88\u521d\u6b65<\/li>\n\n\n\n<li><strong>\u6269\u5c55\u6027\u95ee\u9898<\/strong>\uff1a\u80fd\u529b\u662f\u5426\u968f\u6a21\u578b\u89c4\u6a21\u6301\u7eed\u63d0\u5347\u5c1a\u9700\u9a8c\u8bc1<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u662f\u4e00\u4e2a<strong>\u6982\u5ff5\u6027\u9a8c\u8bc1<\/strong>\uff0c\u5b83\u8868\u660e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u89c6\u9891\u751f\u6210\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u5de5\u5177\uff0c\u5b83\u4eec\u6b63\u5728\u6210\u957f\u4e3a\u80fd\u591f\u7406\u89e3\u3001\u5206\u6790\u548c\u63a8\u7406\u89c6\u89c9\u4e16\u754c\u7684\u901a\u7528\u667a\u80fd\u4f53\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u8fd9\u4e3a\u672a\u6765\u7edf\u4e00\u7684\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\u6a21\u578b\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u7c7b\u4f3c\u4e8e LLM \u7edf\u4e00\u4e86 NLP \u9886\u57df\u3002\u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u7ee7\u7eed\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230&#8221;\u89c6\u9891\u6a21\u578b\u65f6\u4ee3\u7684 ImageNet\u65f6\u523b&#8221;\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6838\u5fc3\u601d\u60f3\uff1a\u89c6\u9891\u6a21\u578b\u7684&#8221;GPT-3\u65f6\u523b&#8221;<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u5386\u53f2\u7c7b\u6bd4\u4e0e\u8303\u5f0f\u6d1e\u5bdf<\/h3>\n\n\n\n<p>\u8bba\u6587\u5f00\u7bc7\u5c31\u70b9\u7834\u5929\u673a\uff1aNLP\u9886\u57df\u4ece\u4e13\u7528\u6a21\u578b\uff08\u7ffb\u8bd1\u3001\u95ee\u7b54\u3001\u6458\u8981\u5404\u7528\u5404\u7684\uff09\u5230\u7edf\u4e00LLM\u7684\u8f6c\u53d8\uff0c\u6e90\u4e8e\u4e09\u4e2a\u7b80\u5355\u8981\u7d20\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong class=\"\">\u5927\u89c4\u6a21\u6a21\u578b<\/strong>\uff08scale\uff09<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5f0f\u8bad\u7ec3<\/strong>\uff08generative objective\uff09<\/li>\n\n\n\n<li><strong>\u4e92\u8054\u7f51\u7ea7\u6570\u636e<\/strong>\uff08web-scale data\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u53d1\u73b0\uff1a<strong>\u89c6\u9891\u6a21\u578b\u6b63\u5728\u590d\u523b\u5b8c\u5168\u76f8\u540c\u7684\u914d\u65b9<\/strong>\u3002Veo\u3001Sora\u7b49\u6a21\u578b\u8bad\u7ec3\u76ee\u6807\u5f88\u7b80\u5355\u2014\u2014&#8221;\u6839\u636e\u6587\u672c\u751f\u6210\u4e0b\u4e00\u5e27&#8221;\uff0c\u4f46\u5c31\u50cf&#8221;\u9884\u6d4b\u4e0b\u4e00\u4e2atoken&#8221;\u50ac\u751f\u4e86\u901a\u7528\u8bed\u8a00\u7406\u89e3\uff0c&#8221;\u9884\u6d4b\u4e0b\u4e00\u5e27&#8221;\u53ef\u80fd\u6b63\u5728\u50ac\u751f\u901a\u7528\u89c6\u89c9\u7406\u89e3\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u8bba\u65ad<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u4e0d\u662f\u7b80\u5355\u7684&#8221;\u89c6\u9891\u751f\u6210\u5668&#8221;\uff0c\u800c\u662f<strong>\u89c6\u89c9\u4e16\u754c\u7684\u901a\u7528\u6a21\u62df\u5668<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u6781\u7b80\u65b9\u6cd5\u8bba\uff1aVideo-as-Prompt<\/h3>\n\n\n\n<p>\u6574\u4e2a\u7814\u7a76\u7684\u65b9\u6cd5\u8bba\u60ca\u4eba\u5730\u7b80\u5355\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u8f93\u5165\u56fe\u50cf + \u81ea\u7136\u8bed\u8a00\u6307\u4ee4 \u2192 \u751f\u6210\u89c6\u9891 \u2192 \u5b8c\u6210\u4efb\u52a1<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u8fd9\u88ab\u79f0\u4e3a&#8221;Video-as-Prompt&#8221;\uff0c\u5b83\u5b8c\u7f8e\u590d\u523b\u4e86LLM\u7684prompting\u8303\u5f0f\u3002\u5173\u952e\u521b\u65b0\u5728\u4e8e\uff1a<strong>\u5c06\u9759\u6001\u4efb\u52a1\u8f6c\u5316\u4e3a\u65f6\u5e8f\u8fc7\u7a0b<\/strong>\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7&#8221;\u601d\u8003\u5e27\u5e8f\u5217&#8221;\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u4f5c\u8005\u79f0\u4e4b\u4e3a <strong class=\"\">Chain-of-Frames (CoF)<\/strong> \uff0c\u76f4\u63a5\u7c7b\u6bd4LLM\u7684CoT\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u56db\u5c42\u80fd\u529b\u4f53\u7cfb\uff1a\u4ece\u611f\u77e5\u5230\u63a8\u7406<\/h2>\n\n\n\n<p>\u8bba\u6587\u6784\u5efa\u4e86\u7cbe\u5999\u7684\u80fd\u529b\u91d1\u5b57\u5854\uff0c\u5c42\u5c42\u9012\u8fdb\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1&nbsp;<strong>\u7b2c\u4e00\u5c42\uff1a\u611f\u77e5\uff08Perception\uff09<\/strong>&nbsp;\u2014\u2014\u7406\u89e3\u89c6\u89c9\u4fe1\u606f<\/h3>\n\n\n\n<p>\u8fd9\u91cc\u5c55\u793a\u4e8618\u4e2a\u96f6\u6837\u672c\u4efb\u52a1\uff0c\u5206\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<p><strong class=\"\">\u7ecf\u5178CV\u4efb\u52a1\uff08\u56fe10-16\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fb9\u7f18\u68c0\u6d4b<\/strong>\uff1a\u5728BIPEDv2\u6570\u636e\u96c6\u8fbe\u5230<strong>0.77 OIS<\/strong>\uff0c\u6709\u8da3\u7684\u662f\uff0cVeo\u751f\u6210\u7684\u8fb9\u7f18\u6bd4ground truth\u8fd8\u7cbe\u7ec6\uff08\u6811\u53f6\u8f6e\u5ed3\u3001\u8f6e\u80ce\u7eb9\u7406\uff09\uff0c\u8fd9\u53cd\u800c\u964d\u4f4e\u4e86\u5206\u6570\u2014\u2014<strong class=\"\">\u4e0d\u662f\u6a21\u578b\u5f31\uff0c\u662f\u6570\u636e\u96c6\u4f4e\u4f30\u4e86\u5176\u7406\u89e3\u6df1\u5ea6<\/strong><\/li>\n\n\n\n<li><strong>\u5b9e\u4f8b\u5206\u5272<\/strong>\uff1aLVIS\u6570\u636e\u96c6\u4e0amIoU\u8fbe<strong>0.74<\/strong>\uff0c\u4e0e\u4e13\u7528\u7f16\u8f91\u6a21\u578bNano Banana\u6301\u5e73<\/li>\n\n\n\n<li><strong>\u8d85\u5206\u8fa8\u7387\/\u53bb\u566a\/\u53bb\u6a21\u7cca<\/strong>\uff1a\u5b8c\u7f8e\u590d\u73b0\u7ecf\u5178CV\u4efb\u52a1\uff0c\u4f46\u5b8c\u5168\u65e0\u9700\u76d1\u7763<\/li>\n<\/ul>\n\n\n\n<p><strong class=\"\">\u9ad8\u7ea7\u611f\u77e5\uff08\u56fe17-20\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8054\u5408\u89c6\u89c9\u641c\u7d22<\/strong>\uff1a\u5728\u6742\u4e71\u573a\u666f\u4e2d\u627e&#8221;\u7ea2\u5708+\u84dd\u65b9\u5757&#8221;\u7684\u590d\u5408\u76ee\u6807<\/li>\n\n\n\n<li><strong>\u9519\u89c9\u7406\u89e3<\/strong>\uff1a\u6b63\u786e\u8bc6\u522b\u6591\u70b9\u72d7\u9519\u89c9\u3001\u732b\u8f6e\u5ed3\u3001\u7f57\u590f\u58a8\u8ff9<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong>\uff1a\u89e3\u6790\u7eb9\u7406-\u5f62\u72b6\u51b2\u7a81\u56fe\u50cf<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8ba4\u77e5\u80fd\u529b\uff08\u56fe31\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e16\u754c\u72b6\u6001\u8bb0\u5fc6<\/strong>\uff1a\u653e\u5927\u56fe\u50cf\u540e\u4ecd\u8bb0\u5f97\u753b\u9762\u5916\u7684\u7269\u4f53\u4f4d\u7f6e<\/li>\n\n\n\n<li><strong>\u7269\u4f53\u6052\u5e38\u6027<\/strong>\uff1a\u89c6\u89d2\u53d8\u5316\u65f6\u4fdd\u6301\u7269\u4f53\u8eab\u4efd<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u6d1e\u5bdf<\/strong>\uff1a\u6269\u6563\u6a21\u578b\u7684\u53bb\u566a\u76ee\u6807\u5929\u7136\u5305\u542b<strong>\u7ed3\u6784\u7406\u89e3<\/strong>\uff0c\u56e0\u6b64\u80fd\u6d8c\u73b0\u5206\u5272\u3001\u8fb9\u7f18\u68c0\u6d4b\u7b49\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2&nbsp;<strong>\u7b2c\u4e8c\u5c42\uff1a\u5efa\u6a21\uff08Modeling\uff09<\/strong>&nbsp;\u2014\u2014\u6784\u5efa\u4e16\u754c\u6a21\u578b<\/h3>\n\n\n\n<p>\u57fa\u4e8e\u611f\u77e5\uff0cVeo\u5f00\u59cb\u5c55\u73b0<strong class=\"\">\u76f4\u89c9\u7269\u7406<\/strong>\u548c<strong>\u56e0\u679c\u7406\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<p><strong>\u7269\u7406\u6a21\u62df\uff08\u56fe21-24\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u71c3\u6027<\/strong>\uff1a\u6b63\u786e\u6a21\u62df\u706b\u7130\u8513\u5ef6\u5230\u6613\u71c3\u7269<\/li>\n\n\n\n<li><strong>\u6d6e\u529b<\/strong>\uff1a\u6728\u5934\u6d6e\u3001\u77f3\u5934\u6c89<\/li>\n\n\n\n<li><strong>\u7a7a\u6c14\u963b\u529b<\/strong>\uff1a\u7fbd\u6bdb\u98d8\u843d\u6bd4\u77f3\u5934\u6162<\/li>\n\n\n\n<li><strong>\u521a\u4f53\/\u8f6f\u4f53\u52a8\u529b\u5b66<\/strong>\uff1a\u7403\u5f39\u8df3\u3001\u5e03\u6599\u8936\u76b1<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7269\u4f53\u4ea4\u4e92\uff08\u56fe25-26\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Visual Jenga<\/strong>\uff1a\u7406\u89e3\u79fb\u9664\u987a\u5e8f\u7684\u7269\u7406\u53ef\u884c\u6027<\/li>\n\n\n\n<li><strong>\u80cc\u5305\u6253\u5305<\/strong>\uff1a\u5224\u65ad\u54ea\u4e9b\u7269\u54c1\u80fd\u653e\u5165\u5bb9\u5668<\/li>\n<\/ul>\n\n\n\n<p><strong class=\"\">\u5149\u5b66\u4e0e\u62bd\u8c61\uff08\u56fe27-30\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6298\u5c04\/\u53cd\u5c04<\/strong>\uff1a\u51c6\u786e\u6e32\u67d3\u5149\u5b66\u73b0\u8c61<\/li>\n\n\n\n<li><strong>\u989c\u8272\u6df7\u5408<\/strong>\uff1a\u6b63\u786e\u5b9e\u73b0\u52a0\u8272\uff08\u5149\uff09\u548c\u51cf\u8272\uff08\u989c\u6599\uff09<\/li>\n\n\n\n<li><strong>Omniglot\u5b57\u7b26<\/strong>\uff1a\u8bc6\u522b\u6a21\u5f0f\u3001\u751f\u6210\u53d8\u4f53\u3001\u7b14\u753b\u89e3\u6790<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6280\u672f\u7a81\u7834<\/strong>\uff1aVeo\u5c55\u73b0\u7684\u7269\u7406\u7406\u89e3\u4e0d\u662f\u57fa\u4e8e\u7b26\u53f7\u89c4\u5219\uff0c\u800c\u662f<strong>\u4ece\u6d77\u91cf\u89c6\u9891\u4e2d\u5b66\u4e60\u7684\u89c6\u89c9\u7269\u7406\u6a21\u62df<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3&nbsp;<strong>\u7b2c\u4e09\u5c42\uff1a\u64cd\u63a7\uff08Manipulation\uff09<\/strong>&nbsp;\u2014\u2014\u4e3b\u52a8\u6539\u53d8\u4e16\u754c<\/h3>\n\n\n\n<p>\u8fd9\u662f\u5c06\u7406\u89e3\u8f6c\u5316\u4e3a\u884c\u52a8\u7684\u80fd\u529b\uff1a<\/p>\n\n\n\n<p><strong>\u56fe\u50cf\u7f16\u8f91\uff08\u56fe32-38\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cbe\u786e\u5206\u5272\u4e0e\u80cc\u666f\u66ff\u6362<\/strong>\uff1a\u5c06\u7269\u4f53\u5b8c\u7f8e\u62a0\u51fa<\/li>\n\n\n\n<li><strong>\u98ce\u683c\u8f6c\u6362<\/strong>\uff1a\u7167\u7247\u2192\u7d20\u63cf\u2192\u6cb9\u753b\uff0c\u4fdd\u6301\u5185\u5bb9\u4e00\u81f4<\/li>\n\n\n\n<li><strong>\u6d82\u9e26\u9a71\u52a8\u7f16\u8f91<\/strong>\uff1a\u6839\u636e\u7b80\u7b14\u753b\u4fee\u6539\u56fe\u50cf<\/li>\n\n\n\n<li><strong>\u6587\u672c\u53d8\u5f62<\/strong>\uff1a\u5c06\u6587\u5b57\u53d8\u5f62\u6210\u7cd6\u679c\u3001\u6912\u76d0\u5377\u997c<\/li>\n<\/ul>\n\n\n\n<p><strong>3D\u611f\u77e5\u4e0e\u89c6\u89d2\u5408\u6210\uff08\u56fe39-43\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5355\u56fe\u65b0\u89c6\u89d2\u5408\u6210<\/strong>\uff1a\u4ece\u4e00\u5f20\u56fe\u751f\u6210360\u00b0\u73af\u7ed5\u89c6\u9891<\/li>\n\n\n\n<li><strong>\u7269\u4f53\u53d8\u5f62<\/strong>\uff1a\u8336\u676f\u2192\u8001\u9f20\u7684\u5e73\u6ed1\u53d8\u5f62<\/li>\n\n\n\n<li><strong>\u81ea\u62cd\u8f6c\u4e13\u4e1a\u7167<\/strong>\uff1a\u6539\u53d8\u5149\u7167\u3001\u89c6\u89d2\u3001\u666f\u6df1<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7075\u5de7\u64cd\u4f5c\u6a21\u62df\uff08\u56fe44-45\uff09<\/strong> \u8fd9\u662f\u6700\u60ca\u8273\u7684\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f00\u7f50<\/strong>\uff1a\u53cc\u673a\u68b0\u624b\u534f\u4f5c\u62e7\u5f00\u74f6\u76d6<\/li>\n\n\n\n<li><strong>\u629b\u63a5\u7403<\/strong>\uff1a\u7406\u89e3\u629b\u4f53\u8fd0\u52a8\u3001\u9884\u5224\u843d\u70b9<\/li>\n\n\n\n<li><strong>\u8f6c\u5065\u8eab\u7403<\/strong>\uff1a\u590d\u6742\u7684\u624b\u6307\u534f\u8c03\u8fd0\u52a8<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u4f7f\u7528<\/strong>\uff1a\u6b63\u786e\u63e1\u9524\u3001\u63e1\u526a\u5200<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6280\u672f\u6d1e\u5bdf<\/strong>\uff1aVeo\u76843D\u4e00\u81f4\u6027\u8fdc\u8d85\u4f20\u7edf\u6269\u6563\u6a21\u578b\uff0c\u8fd9\u6e90\u4e8e<strong>\u89c6\u9891\u8bad\u7ec3\u4e2d\u7684\u76f8\u673a\u8fd0\u52a8\u5148\u9a8c<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.4&nbsp;<strong>\u7b2c\u56db\u5c42\uff1a\u63a8\u7406\uff08Reasoning\uff09<\/strong>&nbsp;\u2014\u2014\u8de8\u65f6\u7a7a\u7684\u601d\u7ef4<\/h3>\n\n\n\n<p>\u8fd9\u662f\u8bba\u6587\u7684<strong>\u6700\u9ad8\u8d21\u732e<\/strong>\uff0c\u63d0\u51faCoF\u6846\u67b6\uff1a<\/p>\n\n\n\n<p><strong>\u7a7a\u95f4\u63a8\u7406\uff08\u56fe48-52\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u56fe\u904d\u5386<\/strong>\uff1a\u6a21\u62df\u6c34\u5728\u7ba1\u9053\u4e2d\u6d41\u52a8<\/li>\n\n\n\n<li><strong>\u6811\u641c\u7d22<\/strong>\uff1a\u53ef\u89c6\u5316BFS\u8fc7\u7a0b<\/li>\n\n\n\n<li><strong>\u5f62\u72b6\u5339\u914d<\/strong>\uff1a\u7406\u89e3\u51e0\u4f55\u7ea6\u675f<\/li>\n\n\n\n<li><strong>\u8def\u5f84\u8fde\u63a5<\/strong>\uff1a\u89c4\u5212\u6700\u77ed\u8fde\u63a5<\/li>\n<\/ul>\n\n\n\n<p><strong class=\"\">\u65f6\u5e8f\u89c4\u5212\uff08\u56fe53-58\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u5b57\u6392\u5e8f<\/strong>\uff1a\u6c14\u6ce1\u6309\u6570\u503c\u4ece\u5c0f\u5230\u5927\u6d88\u5931<\/li>\n\n\n\n<li><strong>\u6570\u72ec\u6c42\u89e3<\/strong>\uff1a4\u00d74\u6570\u72ec\u9010\u6b65\u586b\u6570\u5b57<\/li>\n\n\n\n<li><strong>\u8ff7\u5bab\u5bfc\u822a<\/strong>\uff1a\u7ea2\u5708\u6cbf\u767d\u8def\u5f84\u5230\u7eff\u5708\uff08<strong>5\u00d75\u8ff7\u5bab78%\u6210\u529f\u7387<\/strong>\uff09<\/li>\n\n\n\n<li><strong>\u5bfc\u822a\u4efb\u52a1<\/strong>\uff1a\u673a\u5668\u4eba\u8def\u5f84\u89c4\u5212<\/li>\n<\/ul>\n\n\n\n<p><strong>\u89c4\u5219\u5b66\u4e60\uff08\u56fe59\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ARC\u98ce\u683c\u4efb\u52a1<\/strong>\uff1a\u4ece3\u4e2a\u793a\u4f8b\u4e2d\u5b66\u4e60\u53d8\u6362\u89c4\u5219<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6838\u5fc3\u521b\u65b0<\/strong>\uff1aChain-of-Frames \u4e0d\u4ec5\u662f\u7c7b\u6bd4CoT\uff0c\u66f4\u662f<strong class=\"\">\u89c6\u89c9\u63a8\u7406\u7684\u672c\u8d28\u4f18\u52bf<\/strong>\u2014\u2014LLM\u63a8\u7406\u7b26\u53f7\uff0c\u89c6\u9891\u6a21\u578b\u63a8\u7406\u65f6\u7a7a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9a\u91cf\u5b9e\u9a8c\uff1a\u4e25\u8c28\u7684\u57fa\u51c6\u6d4b\u8bd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u5b9e\u9a8c\u89c4\u6a21<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u603b\u751f\u6210\u91cf<\/strong>\uff1a18,384\u4e2a\u89c6\u9891\uff0c62\u4e2a\u5b9a\u6027\u4efb\u52a1+7\u4e2a\u5b9a\u91cf\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5bf9\u6bd4<\/strong>\uff1aVeo 3 vs Veo 2 vs Nano Banana vs Gemini 2.5 Pro<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1aBest frame \/ Last frame \/ Pass@k<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u5173\u952e\u5b9a\u91cf\u7ed3\u679c\uff08\u56fe3-9\uff09<\/h3>\n\n\n\n<p><strong class=\"\">\u611f\u77e5\u4efb\u52a1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fb9\u7f18\u68c0\u6d4b<\/strong>\uff1aVeo 3 (0.77) >> Veo 2 (0.57)\uff0c\u63a5\u8fd1SOTA 0.90<\/li>\n\n\n\n<li><strong>\u5b9e\u4f8b\u5206\u5272<\/strong>\uff1aVeo 3 (0.74) \u2248 Nano Banana (0.73)\uff0c\u7eff\u8272\u80cc\u666f\u6bd4\u767d\u8272\u597d\uff080.74 vs 0.66\uff09\u2014\u2014<strong>\u7eff\u5e55\u5148\u9a8c<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u64cd\u63a7\u4efb\u52a1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7269\u4f53\u63d0\u53d6<\/strong>\uff1aVeo 3\u8fbe<strong>93%\u51c6\u786e\u7387<\/strong>\uff0cVeo 2\u4ec5~20%<\/li>\n\n\n\n<li><strong>\u56fe\u50cf\u7f16\u8f91<\/strong>\uff1a\u4eba\u7c7b\u8bc4\u4f30\u4fdd\u771f\u5ea60.63\uff0cVeo\u7279\u522b\u64c5\u957f<strong class=\"\">\u4fdd\u7559\u7eb9\u7406\u7ec6\u8282<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u63a8\u7406\u4efb\u52a1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8ff7\u5bab\u6c42\u89e3<\/strong>\uff1a5\u00d75\u7f51\u683c Veo 3 78% vs Veo 2 14%\uff0c\u4ee3\u9645\u63d0\u5347\u5de8\u5927<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u5bf9\u79f0<\/strong>\uff1a\u5f62\u72b6\u4efb\u52a1 Veo 3 88% >> Veo 2 44% >> Nano Banana 40%<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u7c7b\u6bd4<\/strong>\uff1a\u989c\u8272\u53d8\u636268%\uff0c\u4f46\u53cd\u5c04\/\u65cb\u8f6c\u4f4e\u4e8e\u968f\u673a\u2014\u2014<strong class=\"\">\u7cfb\u7edf\u6027\u504f\u5dee<\/strong><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u63a8\u7406\u65f6\u6269\u5c55\uff08\u56fe61\uff09<\/h3>\n\n\n\n<p>\u91cd\u8981\u53d1\u73b0\uff1apass@10 &gt;&gt; pass@1\uff0c\u8868\u660e<strong>\u5e76\u884c\u91c7\u6837+\u591a\u6570\u6295\u7968<\/strong>\u6709\u6548\u3002\u4f46\u53cd\u5c04\/\u65cb\u8f6c\u4efb\u52a1\u4e2d\uff0c\u591a\u6570\u6295\u7968\u6027\u80fd\u53cd\u800c\u4e0b\u964d\uff0c\u8bf4\u660e<strong>\u6a21\u578b\u6709\u6839\u6df1\u8482\u56fa\u7684\u9519\u8bef\u504f\u5dee<\/strong>\uff0c\u8fd9\u7c7b\u4f3c\u4e8eLLM\u7684&#8221;\u987d\u56fa\u5e7b\u89c9&#8221;\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u6280\u672f\u6df1\u5ea6\u4e0e\u5de5\u7a0b\u6d1e\u5bdf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u63d0\u793a\u5de5\u7a0b\u79d1\u5b66\uff08\u9644\u5f55C\uff09<\/h3>\n\n\n\n<p>\u8bba\u6587\u505a\u4e86<strong>\u7cfb\u7edf\u6027\u63d0\u793a\u654f\u611f\u6027\u7814\u7a76<\/strong>\uff0c\u5728\u89c6\u89c9\u5bf9\u79f0\u4efb\u52a1\u4e0a\u6d4b\u8bd510\u4e2a\u53d8\u4f53\uff1a<\/p>\n\n\n\n<p><strong class=\"\">\u6700\u4f73\u63d0\u793a<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;Instantly reflect this pattern along the central, vertical axis while keeping the existing colored pattern without modification.&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u6700\u5dee\u63d0\u793a<\/strong>\uff08\u6027\u80fd\u5dee40-64\u4e2a\u767e\u5206\u70b9\uff09\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;A timelapse of a professional pixel artist drawing a symmetrical pattern&#8230;&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u6700\u4f73\u5b9e\u8df5\u539f\u5219<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u660e\u786e\u6027<\/strong>\uff1a\u6307\u5b9a&#8221;vertical axis&#8221;\u800c\u975e\u6a21\u7cca&#8221;symmetrical&#8221;<\/li>\n\n\n\n<li><strong>\u8d1f\u5411\u7ea6\u675f<\/strong>\uff1a&#8221;keeping&#8230;without modification&#8221;\u9632\u6b62\u65e0\u5173\u4fee\u6539<\/li>\n\n\n\n<li><strong>\u9759\u6001\u63a7\u5236<\/strong>\uff1a&#8221;Static camera, no zoom, no pan, no dolly&#8221;<\/li>\n\n\n\n<li><strong>\u8fd0\u52a8\u51fa\u53e3<\/strong>\uff1a\u7528\u65cb\u8f6c\u8272\u8f6e\u7b49&#8221;\u51bb\u7ed3&#8221;\u89e3\u51b3\u65b9\u6848<\/li>\n\n\n\n<li><strong>\u901f\u5ea6\u63a7\u5236<\/strong>\uff1a\u590d\u6742\u4efb\u52a1\u7528&#8221;step-by-step&#8221;\uff0c\u56fe\u50cf\u7f16\u8f91\u7528&#8221;instantly&#8221;<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u9ed1\u76d2\u7cfb\u7edf\u4e0eLLM\u8026\u5408<\/h3>\n\n\n\n<p>\u91cd\u8981\u7ec6\u8282\uff1aVeo API\u5305\u542b<strong>LLM\u63d0\u793a\u91cd\u5199\u5668<\/strong>\uff0c\u4f46\u4f5c\u8005\u9a8c\u8bc1\u4e86\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7eafGemini 2.5 Pro\u65e0\u6cd5\u53ef\u9760\u89e3\u51b3\u8ff7\u5bab\u3001\u5bf9\u79f0\u7b49\u6838\u5fc3\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u6765\u81ea\u89c6\u9891\u6a21\u578b\u672c\u8eab<\/strong>\uff0c\u800c\u975eLLM<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u89e3\u51b3\u4e86\u5173\u952e\u8d28\u7591\uff1a\u6210\u679c\u4e0d\u662fLLM\u7684\u529f\u52b3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u6210\u672c\u4e0e\u53ef\u6269\u5c55\u6027<\/h3>\n\n\n\n<p><strong>\u5f53\u524d\u6311\u6218<\/strong>\uff1a\u89c6\u9891\u751f\u6210\u6210\u672c\u9ad8\u6602\u3002\u4f46\u4f5c\u8005\u5f15\u7528Epoch AI\u6570\u636e\uff1aLLM\u63a8\u7406\u6210\u672c\u6bcf\u5e74\u4e0b\u964d9-900\u500d\uff0c\u89c6\u9891\u6a21\u578b\u5c06\u9075\u5faa\u540c\u6837\u66f2\u7ebf\u3002<\/p>\n\n\n\n<p><strong>\u4f18\u5316\u65b9\u5411<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a8\u7406\u65f6\u6269\u5c55<\/strong>\uff1apass@k\u4f18\u4e8e\u589e\u5927\u6a21\u578b<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u538b\u7f29<\/strong>\uff1a\u84b8\u998f\u3001\u91cf\u5316<\/li>\n\n\n\n<li><strong>\u4e13\u7528\u786c\u4ef6<\/strong>\uff1a\u89c6\u9891\u751f\u6210\u52a0\u901f\u5668<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5931\u8d25\u6848\u4f8b\u4e0e\u80fd\u529b\u8fb9\u754c\uff08\u9644\u5f55D\uff09<\/h2>\n\n\n\n<p>\u8bba\u6587\u7f55\u89c1\u5730\u8be6\u7ec6\u5c55\u793a\u4e86\u5931\u8d25\u6848\u4f8b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u7269\u7406\u7406\u89e3\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u529b\/\u8fd0\u52a8\u63d0\u793a<\/strong>\uff08\u56fe64\uff09\uff1a\u65e0\u6cd5\u9075\u5faa\u7bad\u5934\u6807\u6ce8\u7684\u53d7\u529b\u65b9\u5411<\/li>\n\n\n\n<li><strong>\u74f6\u9888\u95ee\u9898<\/strong>\uff08\u56fe75\uff09\uff1a\u9ad8\u5c14\u592b\u7403\u65e0\u6cd5\u901a\u8fc7\u82b1\u74f6\u74f6\u9888\u2014\u2014<strong class=\"\">\u5c3a\u5bf8\u5173\u7cfb\u7406\u89e3\u5931\u8d25<\/strong><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7ec4\u5408\u63a8\u7406\u5931\u8d25<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u5b57\u641c\u7d22<\/strong>\uff08\u56fe67\uff09\uff1a\u65e0\u6cd5\u8bc6\u522b&#8221;CHEAT&#8221;\u5355\u8bcd\uff0c\u53ea\u80fd\u9ad8\u4eae\u5355\u4e2a\u5b57\u6bcd\u2014\u2014<strong>\u7b26\u53f7\u7ec4\u5408\u80fd\u529b\u5f31<\/strong><\/li>\n\n\n\n<li><strong>\u8def\u5f84\u8fde\u63a5<\/strong>\uff08\u56fe66\uff09\uff1a\u5e7b\u89c9\u70b9\u4eae\u6240\u6709\u8def\u5f84<\/li>\n\n\n\n<li><strong>\u62fc\u56fe<\/strong>\uff08\u56fe74\uff09\uff1a\u788e\u7247\u65b9\u5411\u9519\u8bef\u3001\u5b8c\u6574\u6027\u4e22\u5931<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u62bd\u8c61\u63a8\u7406\u6311\u6218<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7ebf\u6027\u65b9\u7a0b\u7ec4<\/strong>\uff08\u56fe69\uff09\uff1a\u4ea7\u751f\u5e7b\u89c9\u6587\u672c<\/li>\n\n\n\n<li><strong>ARC\u7c7b\u4efb\u52a1<\/strong>\uff08\u56fe59\uff09\uff1a\u89c4\u5219\u5916\u63a8\u80fd\u529b\u6709\u9650<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6838\u5fc3\u5c40\u9650<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u7684\u63a8\u7406\u662f<strong>\u89c6\u89c9\u6a21\u62df\u5f0f<\/strong>\u800c\u975e<strong>\u7b26\u53f7\u4ee3\u6570\u5f0f<\/strong>\uff0c\u56e0\u6b64\u5728\u9700\u8981\u79bb\u6563\u7b26\u53f7\u64cd\u4f5c\u7684\u7ec4\u5408\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u6df1\u5c42\u610f\u4e49\u4e0e\u6279\u5224\u6027\u601d\u8003<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u5bf9AGI\u7814\u7a76\u7684\u610f\u4e49<\/h3>\n\n\n\n<p>\u8bba\u6587\u6697\u793a\uff1a <strong class=\"\">&#8220;\u9884\u6d4b\u4e0b\u4e00\u5e27&#8221;\u53ef\u80fd\u662f\u901a\u5f80\u7269\u7406\u4e16\u754c\u7406\u89e3\u7684\u6709\u6548\u8def\u5f84<\/strong> \u3002\u8fd9\u4e0eLeCun\u7684&#8221;\u4e16\u754c\u6a21\u578b&#8221;\u7406\u8bba\u4e0d\u8c0b\u800c\u5408\u2014\u2014\u901a\u8fc7\u81ea\u76d1\u7763\u89c6\u9891\u9884\u6d4b\u5b66\u4e60\u5e38\u8bc6\u3002<\/p>\n\n\n\n<p><strong>\u5173\u952e\u8bc1\u636e<\/strong>\uff1aVeo\u5c55\u73b0\u7684\u7269\u7406\u76f4\u89c9\u4e0d\u662f\u786c\u7f16\u7801\uff0c\u800c\u662f<strong class=\"\">\u4ece\u6570\u636e\u4e2d\u6d8c\u73b0<\/strong>\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u4e0eLLM\u7c7b\u6bd4\u7684\u5c40\u9650\u6027<\/h3>\n\n\n\n<p>\u867d\u7136CoF\u7c7b\u6bd4CoT\u5f88\u4f18\u96c5\uff0c\u4f46\u5b58\u5728\u672c\u8d28\u5dee\u5f02\uff1a\u8868\u683c<\/p>\n\n\n\n<p>\u590d\u5236<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u7ef4\u5ea6<\/th><th class=\"has-text-align-left\" data-align=\"left\">LLM (CoT)<\/th><th class=\"has-text-align-left\" data-align=\"left\">Video Model (CoF)<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u72b6\u6001\u7a7a\u95f4<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u79bb\u6563\u7b26\u53f7<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8fde\u7eed\u50cf\u7d20<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u6b63\u786e\u6027\u5224\u65ad<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5bb9\u6613\u9a8c\u8bc1<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u96be\u4ee5\u7cbe\u786e\u8bc4\u4f30<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u7ec4\u5408\u6027<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\uff08\u7b26\u53f7\u7ec4\u5408\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f31\uff08\u89c6\u89c9\u6df7\u5408\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u53ef\u89e3\u91ca\u6027<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u53ef\u8bfb\u53d6\u63a8\u7406\u6587\u672c<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u9700\u5206\u6790\u5e27\u5e8f\u5217<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u98ce\u9669<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u7684&#8221;\u63a8\u7406&#8221;\u53ef\u80fd\u662f<strong>\u9ad8\u7ea7\u6a21\u5f0f\u5339\u914d<\/strong>\uff0c\u800c\u975e\u771f\u6b63\u7684\u7b26\u53f7\u903b\u8f91\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u8bc4\u4f30\u5371\u673a<\/h3>\n\n\n\n<p>\u5f53\u524d\u89c6\u89c9\u8bc4\u4f30\u9762\u4e34<strong>ImageNet\u65f6\u523b2.0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f20\u7edf\u57fa\u51c6<\/strong>\uff1a\u9488\u5bf9\u4e13\u7528\u6a21\u578b\u8bbe\u8ba1\uff0c\u4e0d\u9002\u5408\u751f\u6210\u5f0f\u8bc4\u4f30<\/li>\n\n\n\n<li><strong>\u65b0\u9700\u6c42<\/strong>\uff1a\u9700\u8981\u80fd\u8bc4\u4f30<strong>\u89c6\u89c9\u8ba1\u5212<\/strong>\uff08visual plan\uff09\u7684\u6807\u51c6<\/li>\n\n\n\n<li><strong>\u4e3b\u89c2\u6027<\/strong>\uff1a\u4eba\u7c7b\u8bc4\u4f30\u6210\u672c\u9ad8\u3001\u4e00\u81f4\u6027\u4f4e<\/li>\n<\/ul>\n\n\n\n<p>\u8bba\u6587\u4e2d\u7684&#8221;best frame vs last frame&#8221;\u8ba8\u8bba\u6b63\u662f\u8fd9\u4e00\u5371\u673a\u7684\u4f53\u73b0\uff1a\u6211\u4eec<strong class=\"\">\u4e0d\u77e5\u9053\u5982\u4f55\u8bc4\u4f30\u4e00\u4e2a\u80fd\u751f\u6210\u8fc7\u7a0b\u7684\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u5b9e\u8df5\u5efa\u8bae\u4e0e\u672a\u6765\u8def\u7ebf\u56fe<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u5bf9\u4ece\u4e1a\u8005\u7684\u5373\u523b\u884c\u52a8<\/h3>\n\n\n\n<p>Python<\/p>\n\n\n\n<p>\u590d\u5236<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># Veo\u7684Zero-shot\u6a21\u5f0f\u6a21\u677f<\/em>\nprompt = f\"\"\"\n&#91;\u4efb\u52a1\u63cf\u8ff0\uff1a\u6e05\u6670\u3001\u5177\u4f53\u3001\u65e0\u6b67\u4e49]\n&#91;\u8d1f\u5411\u7ea6\u675f\uff1a\u4fdd\u6301...\u4e0d\u53d8]\n&#91;\u8fd0\u52a8\u51fa\u53e3\uff1a\u65cb\u8f6c\u8272\u8f6e\/\u8fdb\u5ea6\u6761]\n&#91;\u76f8\u673a\u63a7\u5236\uff1aStatic camera, no zoom, no pan, no dolly]\n\u8f93\u5165\u56fe\u50cf + \u6b64\u63d0\u793a \u2192 \u751f\u6210\u89c6\u9891 \u2192 \u63d0\u53d6\u5173\u952e\u5e27<\/code><\/pre>\n\n\n\n<p><strong>\u6548\u679c\u63d0\u5347\u6280\u5de7<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b80\u5355\u4efb\u52a1\u7528<code>instantly<\/code>\uff0c\u590d\u6742\u4efb\u52a1\u7528<code>step-by-step<\/code><\/li>\n\n\n\n<li>\u6dfb\u52a0&#8221;no glitches, no artifacts&#8221;\u51cf\u5c11\u4f2a\u5f71<\/li>\n\n\n\n<li>\u5bf93D\u4efb\u52a1\u52a0&#8221;realistic lighting and shadows&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u7814\u7a76\u8def\u7ebf\u56fe<\/h3>\n\n\n\n<p><strong>\u77ed\u671f\uff086-12\u4e2a\u6708\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u57fa\u51c6\u5efa\u8bbe<\/strong>\uff1a\u5f00\u53d1\u89c6\u9891\u6a21\u578b\u8bc4\u4f30\u5957\u4ef6\uff08\u7c7b\u4f3cMMLU for vision\uff09<\/li>\n\n\n\n<li><strong>\u63d0\u793a\u4f18\u5316<\/strong>\uff1a\u81ea\u52a8\u5316\u63d0\u793a\u641c\u7d22\uff08DSPy for video\uff09<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u67b6\u6784<\/strong>\uff1aLLM\u89c4\u5212 + \u89c6\u9891\u6a21\u578b\u6267\u884c<\/li>\n<\/ol>\n\n\n\n<p><strong>\u4e2d\u671f\uff081-2\u5e74\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u63a8\u7406\u65f6\u6269\u5c55<\/strong>\uff1a\u5b66\u4e60LLM\u7684self-refine\u3001MCTS<\/li>\n\n\n\n<li><strong>\u7269\u7406 grounding<\/strong>\uff1a\u5c06\u89c6\u89c9\u63a8\u7406\u4e0e\u771f\u5b9e\u7269\u7406\u6a21\u62df\u7ed3\u5408<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u84b8\u998f<\/strong>\uff1a\u5c06Veo\u80fd\u529b\u84b8\u998f\u5230\u66f4\u5c0f\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<p><strong class=\"\">\u957f\u671f\uff083-5\u5e74\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u901a\u7528\u89c6\u89c9\u667a\u80fd\u4f53<\/strong>\uff1aVeo + \u673a\u5668\u4eba\u63a7\u5236 = \u901a\u7528\u673a\u5668\u4eba<\/li>\n\n\n\n<li><strong>\u56e0\u679c\u63a8\u7406<\/strong>\uff1a\u4ece\u76f8\u5173\u6027\u5230\u56e0\u679c\u6027\u7684\u8de8\u8d8a<\/li>\n\n\n\n<li><strong>\u4e16\u754c\u6a21\u578b<\/strong>\uff1a\u89c6\u9891\u6a21\u578b\u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u7684\u4e16\u754c\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u603b\u7ed3\uff1a\u89c6\u89c9\u7684&#8221;\u5965\u672c\u6d77\u9ed8\u65f6\u523b&#8221;<\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u4e0d\u4ec5\u662f\u6280\u672f\u62a5\u544a\uff0c\u66f4\u662f<strong>\u5ba3\u8a00\u4e66<\/strong>\u3002\u5b83\u5ba3\u544a\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>&#8220;\u9884\u6d4b\u50cf\u7d20&#8221;\u6b63\u5728\u50cf&#8221;\u9884\u6d4btoken&#8221;\u4e00\u6837\uff0c\u6210\u4e3a\u901a\u5411\u901a\u7528\u667a\u80fd\u7684\u666e\u9002\u5bc6\u7801\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u5c31\u50cf2017\u5e74Transformer\u7edf\u4e00\u4e86NLP\uff0c2025\u5e74\u7684\u89c6\u9891\u6a21\u578b\u53ef\u80fd\u6b63\u5728\u7edf\u4e00\u673a\u5668\u89c6\u89c9\u3002Veo 3\u7684\u96f6\u6837\u672c\u80fd\u529b\u4e0d\u662f\u7ec8\u70b9\uff0c\u800c\u662f<strong>\u9ece\u660e\u524d\u7684\u7b2c\u4e00\u7f15\u5149<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u6700\u5927\u7684\u542f\u793a<\/strong>\uff1a\u901a\u7528\u6027\u4e0d\u9700\u8981\u590d\u6742\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u53ea\u9700\u8981<strong>\u89c4\u6a21 + \u751f\u6210\u76ee\u6807 + \u6570\u636e<\/strong>\u3002\u7b80\u5355\u5230\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\uff0c\u5f3a\u5927\u5230\u6539\u53d8\u4e00\u5207\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u603b\u7ed3\uff1a\u300aVideo models are zero-shot learners and reasoners [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-615","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/615","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/comments?post=615"}],"version-history":[{"count":2,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/615\/revisions"}],"predecessor-version":[{"id":617,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/615\/revisions\/617"}],"wp:attachment":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/media?parent=615"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/categories?post=615"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/tags?post=615"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}