{"id":309,"date":"2026-03-29T21:39:17","date_gmt":"2026-03-29T13:39:17","guid":{"rendered":"https:\/\/blog.zeronely.cn\/?p=309"},"modified":"2026-03-29T21:39:18","modified_gmt":"2026-03-29T13:39:18","slug":"%e5%85%b3%e4%ba%8e%e5%a4%b1%e8%b4%a5%e7%9a%84%e4%b8%80%e4%ba%9b%e6%80%bb%e7%bb%93","status":"publish","type":"post","link":"https:\/\/blog.zeronely.cn\/index.php\/2026\/03\/29\/%e5%85%b3%e4%ba%8e%e5%a4%b1%e8%b4%a5%e7%9a%84%e4%b8%80%e4%ba%9b%e6%80%bb%e7%bb%93\/","title":{"rendered":"\u5173\u4e8e\u5931\u8d25\u7684\u4e00\u4e9b\u603b\u7ed3"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\" id=\"\u4e00-\u9879\u76ee\u9636\u6bb5\u6027\u5b9e\u9a8c\u603b\u7ed3\u62a5\u544a\">\u4e00\u3001\u9879\u76ee\u9636\u6bb5\u6027\u5b9e\u9a8c\u603b\u7ed3\u62a5\u544a<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-\u5f53\u524d\u76ee\u6807\">1. \u5f53\u524d\u76ee\u6807<\/h2>\n\n\n\n<p>\u672c\u9636\u6bb5\u7684\u76ee\u6807\u662f\u9a8c\u8bc1\u8fd9\u6837\u4e00\u6761\u8def\u7ebf\u662f\u5426\u6709\u6548\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u57fa\u4e8e NExT-QA \u7684\u9884\u63d0\u53d6\u89c6\u9891\u7279\u5f81\uff0c\u6784\u5efa\u663e\u5f0f\u201c\u4e8b\u4ef6\u94fe\u63a8\u7406\u201d\u6a21\u5757\uff0c\u5305\u62ec\uff1a<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u4ef6\u805a\u5408\uff08Latent Event Aggregation\uff09<\/li>\n\n\n\n<li>Grounder<\/li>\n\n\n\n<li>Causal Linker<\/li>\n\n\n\n<li>Chain Search<\/li>\n\n\n\n<li>Chain-aware fusion<\/li>\n<\/ul>\n\n\n\n<p>\u5e76\u8003\u5bdf\u5b83\u662f\u5426\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63d0\u5347\u6574\u4f53\u4e94\u9009\u4e00\u51c6\u786e\u7387<\/li>\n\n\n\n<li>\u5c24\u5176\u63d0\u5347\u00a0<strong>\u56e0\u679c\u7c7b \/ \u65f6\u5e8f\u7c7b<\/strong>\u00a0\u95ee\u9898\u8868\u73b0<\/li>\n\n\n\n<li>\u5f62\u6210\u5177\u6709\u89e3\u91ca\u6027\u7684\u4e8b\u4ef6\u94fe\u7ed3\u6784<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u4e8c-\u76ee\u524d\u4e00\u5171\u505a\u4e86\u591a\u5c11\u79cd\u4e3b\u8981\u5c1d\u8bd5\">\u4e8c\u3001\u76ee\u524d\u4e00\u5171\u505a\u4e86\u591a\u5c11\u79cd\u4e3b\u8981\u5c1d\u8bd5<\/h1>\n\n\n\n<p>\u5982\u679c\u6309\u201c\u771f\u6b63\u5f62\u6210\u53ef\u6bd4\u7ed3\u679c\u7684\u5b9e\u9a8c\u7248\u672c\u201d\u7b97\uff0c<strong>\u76ee\u524d\u4e00\u5171\u5b8c\u6210\u4e86 7 \u7c7b\u4e3b\u8981\u5c1d\u8bd5<\/strong>\uff0c\u5176\u4e2d\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"a-\u8f7b\u91cf\u57fa\u5ea7\u7ebf\">A. \u8f7b\u91cf\u57fa\u5ea7\u7ebf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>s1_baseline_5090<\/code><\/li>\n\n\n\n<li><code>s2_latent_event_5090<\/code><\/li>\n\n\n\n<li><code>s0_1_full_reasoner_5090<\/code><\/li>\n\n\n\n<li><code>s0_2_s1init_full_reasoner_5090<\/code><\/li>\n\n\n\n<li><code>s0_4_scratch_full_reasoner_5090<\/code><\/li>\n\n\n\n<li><code>s0_5_scratch_full_reasoner_5090<\/code><\/li>\n\n\n\n<li><code>s0_5_baseonly_5090<\/code>\uff08\u4e3a\u9898\u578b\u5bf9\u7167\u4e13\u95e8\u8bad\u7ec3\u7684\u65e0\u94fe\u57fa\u5ea7\uff09<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"b-\u5f3a\u57fa\u5ea7\u7ebf\">B. \u5f3a\u57fa\u5ea7\u7ebf<\/h3>\n\n\n\n<ol start=\"8\" class=\"wp-block-list\">\n<li><code>Flipped-VQA backbone-only<\/code>\u00a0\u62bd\u53d6\u4e0e\u8bc4\u6d4b\uff08\u5de5\u7a0b\u6210\u529f\uff0c\u4f5c\u4e3a\u5f3a\u57fa\u5ea7\u53c2\u8003\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>s0_3<\/code>\u00a0\u505a\u4e86\u8865\u4e01\uff0c\u4f46\u4f60\u6ca1\u6709\u7ed9\u51fa\u5b8c\u6574\u53ef\u6bd4\u8bc4\u6d4b\u7ed3\u679c\uff0c\u6240\u4ee5<strong>\u4e0d\u7eb3\u5165\u6700\u7ec8\u5bf9\u7167\u7ed3\u8bba<\/strong><\/li>\n\n\n\n<li><code>s4_flipped_reasoner_train<\/code>\u00a0\u8dd1\u901a\u4e86\u8bad\u7ec3\u94fe\u8def\uff0c\u4f46<strong>\u6ca1\u6709\u5f62\u6210\u6700\u7ec8\u53ef\u6bd4\u7684\u5b8c\u6574\u9a8c\u8bc1\u7ed3\u8bba<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5982\u679c\u6309\u201c\u5df2\u5f62\u6210\u6e05\u6670\u7ed3\u8bba\u7684\u5b9e\u9a8c\u7248\u672c\u201d\u7edf\u8ba1\uff0c<strong>\u662f 7 \u4e2a\u4e3b\u8981\u53ef\u6bd4\u5b9e\u9a8c + 1 \u4e2a\u5f3a\u57fa\u5ea7\u53c2\u8003\u5b9e\u9a8c<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u4e09-\u5404\u5b9e\u9a8c\u7248\u672c\u7684\u7ed3\u679c\u4e0e\u7ed3\u8bba\">\u4e09\u3001\u5404\u5b9e\u9a8c\u7248\u672c\u7684\u7ed3\u679c\u4e0e\u7ed3\u8bba<\/h1>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c-1s1_baseline_5090\">\u5b9e\u9a8c 1\uff1a<code>s1_baseline_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u5efa\u7acb\u4e00\u4e2a\u6700\u57fa\u7840\u7684\u8f7b\u91cf\u4e94\u9009\u4e00 baseline\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784\">\u7ed3\u6784<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c6\u9891\u7279\u5f81\uff1a<code>clip_feats -> Linear(768\u2192256)<\/code><\/li>\n\n\n\n<li>\u6587\u672c\u7279\u5f81\uff1a<code>hashing text encoder<\/code><\/li>\n\n\n\n<li>\u878d\u5408\uff1a<code>global_video + question + option<\/code><\/li>\n\n\n\n<li>\u6700\u7ec8\u8f93\u51fa\uff1a<code>[B,5]<\/code>\u00a0\u5206\u7c7b\u5206\u6570<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>val acc \u2248 0.3825<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba\">\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u4e3a\u8f7b\u91cf baseline\uff0c\u80fd\u8dd1\u901a<\/li>\n\n\n\n<li>\u4f46 train\/val \u95f4\u5df2\u6709\u660e\u663e gap\uff0c\u5b58\u5728\u8fc7\u62df\u5408\u503e\u5411<\/li>\n\n\n\n<li>\u662f\u4e00\u4e2a<strong>\u53ef\u7528\u7684\u5f00\u53d1\u57fa\u7ebf<\/strong>\uff0c\u4f46\u4e0d\u662f\u4e00\u4e2a\u5f88\u7a33\u7684\u6700\u7ec8\u7814\u7a76\u5e95\u5ea7<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e3b\u8981\u95ee\u9898\">\u4e3b\u8981\u95ee\u9898<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6587\u672c\u7f16\u7801\u8fc7\u8f7b<\/li>\n\n\n\n<li>\u89c6\u9891\u53ea\u4fdd\u7559\u00a0<code>max_feats=10<\/code><\/li>\n\n\n\n<li>\u66f4\u50cf\u201c\u7c97\u7cd9\u7684\u591a\u9009\u5206\u7c7b\u5668\u201d\uff0c\u800c\u4e0d\u662f\u89c6\u9891\u63a8\u7406\u5668<\/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\" id=\"\u5b9e\u9a8c-2s2_latent_event_5090\">\u5b9e\u9a8c 2\uff1a<code>s2_latent_event_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-1\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u5728&nbsp;<code>s1<\/code>&nbsp;\u57fa\u7840\u4e0a\u52a0\u5165\u6700\u7b80\u5355\u7684 latent event \u805a\u5408\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784-1\">\u7ed3\u6784<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728 clip \u4e4b\u4e0a\u805a\u5408\u51fa\u4e00\u7ec4\u4e8b\u4ef6<\/li>\n\n\n\n<li>\u4f46\u6700\u7ec8\u4ecd\u7136\u662f\u628a\u4e8b\u4ef6\u518d\u6458\u8981\u4e3a\u5168\u5c40\u4fe1\u606f\u540e\u53c2\u4e0e\u5206\u7c7b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c-1\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>val acc \u2248 0.3835<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76f8\u5bf9-s1\">\u76f8\u5bf9&nbsp;<code>s1<\/code><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u5347\u7ea6\u00a0<code>+0.0010<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-1\">\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u672c\u53ef\u4ee5\u89c6\u4e3a<strong>\u51e0\u4e4e\u6ca1\u6709\u6709\u6548\u63d0\u5347<\/strong><\/li>\n\n\n\n<li>\u8bf4\u660e\u201c\u53ea\u52a0\u4e00\u4e2a\u4e8b\u4ef6\u805a\u5408\u5c42\u201d\u672c\u8eab\u4e0d\u80fd\u81ea\u7136\u5e26\u6765\u589e\u76ca<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5931\u8d25\u539f\u56e0\">\u5931\u8d25\u539f\u56e0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e8b\u4ef6\u53ea\u662f\u505a\u4e86\u201c\u6458\u8981\u589e\u5f3a\u201d\uff0c\u6ca1\u6709\u771f\u6b63\u53c2\u4e0e\u9009\u9879\u7ea7\u63a8\u7406<\/li>\n\n\n\n<li><code>event_summary<\/code>\u00a0\u4e0e\u00a0<code>video_summary<\/code>\u00a0\u9ad8\u5ea6\u8fd1\u4f3c\uff0c\u4fe1\u606f\u589e\u91cf\u592a\u5c0f<\/li>\n\n\n\n<li>\u4e8b\u4ef6\u7ed3\u6784\u6ca1\u6709\u771f\u6b63\u8fdb\u5165\u7b54\u6848\u9009\u62e9\u8def\u5f84<\/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\" id=\"\u5b9e\u9a8c-3flipped-vqa-backbone-only\">\u5b9e\u9a8c 3\uff1a<code>Flipped-VQA backbone-only<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-2\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u62bd\u51fa\u539f Flipped-VQA \u4f5c\u4e3a\u5f3a\u57fa\u5ea7\u53c2\u8003\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784-2\">\u7ed3\u6784<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u539f\u9879\u76ee\u7684 7B backbone<\/li>\n\n\n\n<li>\u8f93\u5165\u9884\u63d0\u53d6\u7279\u5f81<\/li>\n\n\n\n<li>\u4f7f\u7528\u539f prompt \/ scoring \u903b\u8f91<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c-2\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>val acc = 0.7198<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-2\">\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de5\u7a0b\u4e0a\u5b8c\u5168\u6210\u529f<\/li>\n\n\n\n<li>\u8bf4\u660e\uff1a<strong>\u9884\u63d0\u53d6\u7279\u5f81 + LLM backbone<\/strong>\u00a0\u8fd9\u6761\u8def\u7ebf\u662f\u53ef\u4fe1\u7684<\/li>\n\n\n\n<li>\u5f62\u6210\u4e86\u4e00\u4e2a\u5f88\u5f3a\u7684\u53c2\u8003\u4e0a\u754c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u610f\u4e49\">\u610f\u4e49<\/h3>\n\n\n\n<p>\u5b83\u4e0d\u662f\u5931\u8d25\uff0c\u800c\u662f\u6574\u4e2a\u9879\u76ee\u91cc\u76ee\u524d\u6700\u7a33\u5b9a\u3001\u6700\u5f3a\u7684\u53ef\u7528\u5e95\u5ea7\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c-4s0_1_full_reasoner_5090\">\u5b9e\u9a8c 4\uff1a<code>s0_1_full_reasoner_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-3\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u5728\u8f7b\u91cf baseline \u4e0a\u7b2c\u4e00\u6b21\u5b8c\u6574\u63a5\u5165 full reasoner\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784-3\">\u7ed3\u6784<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>scratch \u8bad\u7ec3<\/li>\n\n\n\n<li><code>max_feats=10<\/code><\/li>\n\n\n\n<li><code>num_events=8<\/code><\/li>\n\n\n\n<li><code>top_m=4<\/code><\/li>\n\n\n\n<li>\u542b\uff1a\n<ul class=\"wp-block-list\">\n<li>Event Aggregation<\/li>\n\n\n\n<li>Grounder<\/li>\n\n\n\n<li>Linker<\/li>\n\n\n\n<li>Chain Search<\/li>\n\n\n\n<li>Chain-aware fusion<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c-3\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>best\u00a0<code>val acc \u2248 0.3833<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76f8\u5bf9-s1-1\">\u76f8\u5bf9&nbsp;<code>s1<\/code><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bd4\u00a0<code>0.3825<\/code>\u00a0\u9ad8\u7ea6\u00a0<code>+0.0008<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-3\">\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>full reasoner \u63a5\u5165\u540e\uff0c\u6ca1\u6709\u5d29<\/li>\n\n\n\n<li>\u4f46\u63d0\u5347\u6781\u5c0f\uff0c\u51e0\u4e4e\u53ef\u4ee5\u89c6\u4e3a\u4e0d\u663e\u8457<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5931\u8d25\u539f\u56e0-1\">\u5931\u8d25\u539f\u56e0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u89c6\u9891\u8f93\u5165\u538b\u7f29\u8fc7\u72e0\uff1a<code>max_feats=10<\/code><\/li>\n\n\n\n<li><code>10 -> 8 events -> top4 -> chain summary<\/code><br>\u538b\u7f29\u94fe\u6761\u8fc7\u957f<\/li>\n\n\n\n<li><code>mask loss<\/code>\u00a0\u5927\u90e8\u5206 step \u8fd1\u4e4e 0\uff0c\u8bf4\u660e\u201c\u94fe\u5fc5\u8981\u6027\u76d1\u7763\u201d\u51e0\u4e4e\u6ca1\u771f\u6b63\u8d77\u4f5c\u7528<\/li>\n\n\n\n<li>\u8f7b\u91cf\u57fa\u5ea7\u672c\u8eab\u5df2\u7ecf\u5bb9\u6613\u8fc7\u62df\u5408\uff0creasoner \u5bb9\u6613\u88ab\u62d6\u504f<\/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\" id=\"\u5b9e\u9a8c-5s0_2_s1init_full_reasoner_5090\">\u5b9e\u9a8c 5\uff1a<code>s0_2_s1init_full_reasoner_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-4\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u6d4b\u8bd5\uff1a\u662f\u4e0d\u662f\u56e0\u4e3a scratch \u592a\u96be\uff0c\u6240\u4ee5\u6539\u6210\u201c\u4ece&nbsp;<code>s1_baseline_5090<\/code>&nbsp;\u521d\u59cb\u5316\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784-4\">\u7ed3\u6784<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52a0\u8f7d\u00a0<code>s1<\/code>\u00a0best checkpoint<\/li>\n\n\n\n<li>\u524d\u4e24\u8f6e\u51bb\u7ed3 base<\/li>\n\n\n\n<li>\u540e\u9762\u89e3\u51bb<\/li>\n\n\n\n<li>\u5176\u4f59\u7ed3\u6784\u4e0e\u00a0<code>s0_1<\/code>\u00a0\u76f8\u8fd1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c-4\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>best\u00a0<code>val acc = 0.3811<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76f8\u5bf9-s0_1\">\u76f8\u5bf9&nbsp;<code>s0_1<\/code><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53cd\u800c\u66f4\u5dee<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-4\">\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201c\u4ece\u57fa\u5ea7\u521d\u59cb\u5316 + \u51bb\u7ed3\/\u89e3\u51bb\u201d<strong>\u6ca1\u6709\u89e3\u51b3\u95ee\u9898<\/strong><\/li>\n\n\n\n<li>\u6240\u4ee5\u95ee\u9898\u4e0d\u4e3b\u8981\u5728\u201c\u662f\u5426 scratch\u201d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5931\u8d25\u539f\u56e0-2\">\u5931\u8d25\u539f\u56e0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ee7\u627f\u7684\u00a0<code>s1<\/code>\u00a0\u57fa\u5ea7\u672c\u8eab\u5c31\u6709\u504f\u7f6e\u548c\u8fc7\u62df\u5408\u503e\u5411<\/li>\n\n\n\n<li>\u51bb\u7ed3\u9636\u6bb5 reasoner \u53ea\u80fd\u5728\u4e00\u4e2a\u4e0d\u591f\u5065\u5eb7\u7684 base \u4e0a\u505a\u5c0f\u4fee\u5c0f\u8865<\/li>\n\n\n\n<li>\u89e3\u51bb\u540e\u4e5f\u6ca1\u6709\u5f62\u6210\u66f4\u5f3a\u7684\u6cdb\u5316<\/li>\n\n\n\n<li>\u867d\u7136\u00a0<code>mask loss<\/code>\u00a0\u6bd4\u00a0<code>s0_1<\/code>\u00a0\u6d3b\u8dc3\uff0c\u4f46\u6ca1\u6709\u8f6c\u5316\u6210\u66f4\u9ad8\u51c6\u786e\u7387<\/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\" id=\"\u5b9e\u9a8c-6s0_4_scratch_full_reasoner_5090\">\u5b9e\u9a8c 6\uff1a<code>s0_4_scratch_full_reasoner_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-5\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u56de\u5230 scratch\uff0c\u4f46\u91c7\u7528\u66f4\u5408\u7406\u7684\u8bbe\u7f6e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>max_feats=16<\/code><\/li>\n\n\n\n<li><code>num_events=6<\/code><\/li>\n\n\n\n<li><code>top_m=3<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u679c-5\">\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>best\u00a0<code>val acc = 0.3765<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8868\u9762\u4e0a\u770b\">\u8868\u9762\u4e0a\u770b<\/h3>\n\n\n\n<p>\u5206\u6570\u6bd4&nbsp;<code>s0_1<\/code>&nbsp;\u66f4\u4f4e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4f46\u66f4\u91cd\u8981\u7684\u89c2\u5bdf\">\u4f46\u66f4\u91cd\u8981\u7684\u89c2\u5bdf<\/h3>\n\n\n\n<p><code>s0_4<\/code>&nbsp;\u7684\u8bad\u7ec3\u66f2\u7ebf\u66f4\u5065\u5eb7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>epoch 1:\u00a0<code>0.3175<\/code><\/li>\n\n\n\n<li>epoch 2:\u00a0<code>0.3535<\/code><\/li>\n\n\n\n<li>epoch 3:\u00a0<code>0.3631<\/code><\/li>\n\n\n\n<li>epoch 4:\u00a0<code>0.3717<\/code><\/li>\n\n\n\n<li>epoch 5:\u00a0<code>0.3765<\/code><\/li>\n\n\n\n<li>epoch 6 \u540e\u5f00\u59cb\u6389<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u8bf4\u660e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u671f\u5728\u7a33\u6b65\u5b66\u4e60<\/li>\n\n\n\n<li><code>mask loss<\/code>\u00a0\u524d\u671f\u660e\u663e\u975e\u96f6<\/li>\n\n\n\n<li>\u4e0d\u662f\u4e00\u5f00\u59cb\u5c31\u9760 shortcut \u51b2\u9ad8\u8bad\u7ec3\u7cbe\u5ea6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-5\">\u7ed3\u8bba<\/h3>\n\n\n\n<p><code>s0_4<\/code>&nbsp;\u867d\u7136 overall \u4e0d\u9ad8\uff0c\u4f46\u5b83\u662f\u76ee\u524d scratch \u7ebf\u91cc**\u6700\u50cf\u5728\u771f\u6b63\u5b66\u201c\u7ed3\u6784\u201d**\u7684\u4e00\u7248\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5931\u8d25\u53d7\u9650\u539f\u56e0\">\u5931\u8d25\/\u53d7\u9650\u539f\u56e0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u57fa\u5ea7\u672c\u8eab\u4ecd\u7136\u592a\u5f31<\/li>\n\n\n\n<li>\u867d\u7136\u00a0<code>max_feats=16<\/code>\u00a0\u6bd4 10 \u66f4\u5408\u7406\uff0c\u4f46\u5bf9\u4e2d\u4f4d\u6570 37 clip \u7684\u89c6\u9891\u6765\u8bf4\u4ecd\u504f\u5c11<\/li>\n\n\n\n<li><code>16 -> 6 events -> top3<\/code><br>\u4ecd\u7136\u538b\u7f29\u8f83\u72e0<\/li>\n\n\n\n<li>\u540e\u671f\u51fa\u73b0\u5178\u578b\u8fc7\u62df\u5408\uff0cepoch 5 \u540e val \u6389\u5934<\/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\" id=\"\u5b9e\u9a8c-7s0_5_baseonly_5090-vs-s0_5_scratch_full_reasoner_5090\">\u5b9e\u9a8c 7\uff1a<code>s0_5_baseonly_5090<\/code>&nbsp;vs&nbsp;<code>s0_5_scratch_full_reasoner_5090<\/code><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76ee\u6807-6\">\u76ee\u6807<\/h3>\n\n\n\n<p>\u4e13\u95e8\u9a8c\u8bc1\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u653e\u677e\u538b\u7f29\uff0816\/8\/4\uff09\u4ee5\u540e\uff0c\u94fe\u6a21\u5757\u662f\u5426\u771f\u7684\u5bf9\u4e0d\u540c\u9898\u578b\u6709\u5e2e\u52a9\uff1f<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u6784-5\">\u7ed3\u6784<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"s0_5_baseonly\"><code>s0_5_baseonly<\/code><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>max_feats=16<\/code><\/li>\n\n\n\n<li>\u65e0\u4e8b\u4ef6\u94fe\u6a21\u5757<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"s0_5_reasoner\"><code>s0_5_reasoner<\/code><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>max_feats=16<\/code><\/li>\n\n\n\n<li><code>num_events=8<\/code><\/li>\n\n\n\n<li><code>top_m=4<\/code><\/li>\n\n\n\n<li>full reasoner<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u603b\u4f53\u7ed3\u679c\">\u603b\u4f53\u7ed3\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>base-only<\/code>:\u00a0<code>0.3739<\/code><\/li>\n\n\n\n<li><code>reasoner<\/code>:\u00a0<code>0.3751<\/code><\/li>\n\n\n\n<li>\u603b\u63d0\u5347\uff1a<code>+0.0012<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9898\u578b\u62c6\u5206\u7ed3\u679c\">\u9898\u578b\u62c6\u5206\u7ed3\u679c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"coarse\">coarse<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>causal<\/code>:\u00a0<code>0.3471 -> 0.3445<\/code>\uff08\u4e0b\u964d\uff09<\/li>\n\n\n\n<li><code>descriptive<\/code>:\u00a0<code>0.5148 -> 0.5302<\/code>\uff08\u63d0\u5347\uff09<\/li>\n\n\n\n<li><code>temporal<\/code>:\u00a0<code>0.3493 -> 0.3499<\/code>\uff08\u51e0\u4e4e\u4e0d\u53d8\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"fine\">fine<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>CH causal-how<\/code>:\u00a0<code>-0.0278<\/code><\/li>\n\n\n\n<li><code>CW causal-why<\/code>:\u00a0<code>+0.0062<\/code><\/li>\n\n\n\n<li><code>TN temporal-next<\/code>:\u00a0<code>+0.0123<\/code><\/li>\n\n\n\n<li><code>TC temporal-count<\/code>:\u00a0<code>-0.0166<\/code><\/li>\n\n\n\n<li><code>DL\/DC\/DO<\/code>\u00a0\u63cf\u8ff0\u7c7b\u5c0f\u5e45\u4e0a\u6da8<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-6\">\u7ed3\u8bba<\/h3>\n\n\n\n<p>\u8fd9\u7ec4\u7ed3\u679c\u975e\u5e38\u5173\u952e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f53\u524d\u8fd9\u7248\u4e8b\u4ef6\u94fe\u6a21\u5757<strong>\u4e0d\u662f\u5b8c\u5168\u6ca1\u7528<\/strong>\uff0c\u4f46\u5b83\u5e26\u6765\u7684\u6536\u76ca\u4e3b\u8981\u4f53\u73b0\u5728<strong>\u63cf\u8ff0\u7c7b<\/strong>\u548c\u90e8\u5206\u5c40\u90e8\u65f6\u5e8f\u5b50\u7c7b\u4e0a\uff0c\u800c\u4e0d\u662f\u6700\u60f3\u8981\u7684\u201c\u56e0\u679c\u7c7b\u6574\u4f53\u63d0\u5347\u201d\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u5931\u8d25\u539f\u56e0\">\u6838\u5fc3\u5931\u8d25\u539f\u56e0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f53\u524d\u94fe\u6a21\u5757\u66f4\u50cf\u201c\u7ed3\u6784\u5316\u6458\u8981\u5668\u201d\uff0c\u800c\u4e0d\u662f\u201c\u56e0\u679c\u63a8\u7406\u5668\u201d<\/li>\n\n\n\n<li>\u5bf9\u00a0<code>causal-how<\/code>\u00a0\u8fd9\u7c7b\u9700\u8981\u771f\u6b63\u8fc7\u7a0b\u6027\u63a8\u65ad\u7684\u9898\uff0c\u53cd\u800c\u8d77\u4e86\u8d1f\u4f5c\u7528<\/li>\n\n\n\n<li>\u8bf4\u660e\u5b83\u5b66\u5230\u7684\u662f\u201c\u5185\u5bb9\u7ec4\u7ec7\/\u8bc1\u636e\u91cd\u6392\u201d\uff0c\u800c\u4e0d\u662f\u7a33\u5b9a\u7684\u663e\u5f0f\u56e0\u679c\u94fe reasoning<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u56db-\u5931\u8d25\u7684\u5171\u6027\u539f\u56e0\u603b\u7ed3\">\u56db\u3001\u5931\u8d25\u7684\u5171\u6027\u539f\u56e0\u603b\u7ed3<\/h1>\n\n\n\n<p>\u628a\u6240\u6709\u5b9e\u9a8c\u653e\u5728\u4e00\u8d77\u770b\uff0c\u5931\u8d25\/\u53d7\u9650\u7684\u539f\u56e0\u4e3b\u8981\u96c6\u4e2d\u5728 6 \u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u539f\u56e0-1\u8f93\u5165\u538b\u7f29\u8fc7\u65e9-\u8fc7\u72e0\">\u539f\u56e0 1\uff1a\u8f93\u5165\u538b\u7f29\u8fc7\u65e9\u3001\u8fc7\u72e0<\/h2>\n\n\n\n<p>\u4f60\u81ea\u5df1\u7edf\u8ba1\u8fc7\u89c6\u9891\u7279\u5f81\u957f\u5ea6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>median = 37<\/code><\/li>\n\n\n\n<li><code>mean = 43.66<\/code><\/li>\n\n\n\n<li><code>p90 = 88<\/code><\/li>\n<\/ul>\n\n\n\n<p>\u800c\u4f60\u957f\u671f\u5728\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>max_feats = 10<\/code><\/li>\n\n\n\n<li>\u540e\u6765\u63d0\u5347\u5230\u00a0<code>16<\/code><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\u5927\u591a\u6570\u89c6\u9891\u53ea\u4fdd\u7559\u4e86\u539f\u59cb clip \u5e8f\u5217\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76f4\u63a5\u540e\u679c\">\u76f4\u63a5\u540e\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65f6\u5e8f\u4fe1\u606f\u635f\u5931<\/li>\n\n\n\n<li>\u56e0\u679c\u524d\u56e0\u540e\u679c\u94fe\u6761\u4e0d\u5b8c\u6574<\/li>\n\n\n\n<li>\u540e\u9762\u7684\u4e8b\u4ef6\u805a\u5408\u53ea\u80fd\u5728\u5df2\u7ecf\u88ab\u88c1\u8fc7\u7684\u5e8f\u5217\u4e0a\u5de5\u4f5c<\/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\" id=\"\u539f\u56e0-2\u538b\u7f29\u94fe\u6761\u592a\u957f\">\u539f\u56e0 2\uff1a\u538b\u7f29\u94fe\u6761\u592a\u957f<\/h2>\n\n\n\n<p>\u4f60\u73b0\u5728\u7684\u7ed3\u6784\u5927\u81f4\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>raw clips\n\u2192 \u56fa\u5b9a\u91c7\u6837 clip\n\u2192 768\u2192256\n\u2192 \u805a\u6210 K \u4e2a\u4e8b\u4ef6\n\u2192 \u6bcf\u4e2a\u9009\u9879\u53ea\u4fdd\u7559 top-M \u4e8b\u4ef6\n\u2192 \u641c 2\/3 \u957f\u94fe\n\u2192 \u518d\u5e73\u5747\u6210\u4e00\u4e2a chain summary\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4f1a\u5bfc\u81f4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8282\u70b9\u4fe1\u606f\u635f\u5931<\/li>\n\n\n\n<li>\u987a\u5e8f\u4fe1\u606f\u635f\u5931<\/li>\n\n\n\n<li>\u8fb9\u4fe1\u606f\u635f\u5931<\/li>\n\n\n\n<li>\u6700\u7ec8\u53ea\u5269\u4e00\u4e2a\u5c0f\u5411\u91cf\u53bb\u4fee\u6b63\u5206\u6570<\/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\" id=\"\u539f\u56e0-3reasoner-\u4ecb\u5165\u592a\u665a\">\u539f\u56e0 3\uff1aReasoner \u4ecb\u5165\u592a\u665a<\/h2>\n\n\n\n<p>\u5f53\u524d\u63a5\u6cd5\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>base answerer \u5148\u7ed9\u51fa\u57fa\u672c\u5224\u65ad<br>reasoner \u53ea\u5728\u6700\u540e\u9636\u6bb5\u505a\u201c\u6539\u5206\u201d<\/p>\n<\/blockquote>\n\n\n\n<p>\u8fd9\u4f1a\u5bfc\u81f4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b83\u4e0d\u80fd\u6539\u53d8\u6a21\u578b\u4e00\u5f00\u59cb\u5173\u6ce8\u54ea\u4e9b\u89c6\u9891\u7247\u6bb5<\/li>\n\n\n\n<li>\u4e0d\u80fd\u6539\u53d8\u89c6\u9891-\u95ee\u9898\u5bf9\u9f50<\/li>\n\n\n\n<li>\u53ea\u80fd\u505a\u540e\u9a8c\u4fee\u6b63<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u5f31\u57fa\u5ea7\uff0c\u8fd9\u6837\u5bb9\u6613\u88ab\u62d6\u504f\uff1b<br>\u5bf9\u5f3a\u57fa\u5ea7\uff0c\u8fd9\u6837\u53c8\u5f88\u96be\u5e26\u6765\u63d0\u70b9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u539f\u56e0-4\u8f7b\u91cf\u57fa\u5ea7\u672c\u8eab\u4e0d\u591f\u5065\u5eb7\">\u539f\u56e0 4\uff1a\u8f7b\u91cf\u57fa\u5ea7\u672c\u8eab\u4e0d\u591f\u5065\u5eb7<\/h2>\n\n\n\n<p><code>s1\/s0<\/code>&nbsp;\u7ebf\u672c\u8eab\u5c31\u6709\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u7f16\u7801\u592a\u8f7b<\/li>\n\n\n\n<li>\u89c6\u9891\u7f16\u7801\u592a\u6d45<\/li>\n\n\n\n<li>\u5bb9\u6613\u8fc7\u62df\u5408<\/li>\n\n\n\n<li>\u5bb9\u6613\u5b66\u6570\u636e\u504f\u7f6e<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\u5f88\u591a\u65f6\u5019 reasoner \u7684\u8868\u73b0\uff0c\u4e0d\u5b8c\u5168\u53cd\u6620\u5b83\u81ea\u5df1\u662f\u5426\u6709\u7528\uff0c\u800c\u662f\u88ab\u4e0d\u7a33\u5b9a\u7684 base \u6df7\u6dc6\u4e86\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u539f\u56e0-5\u7f3a\u5c11-query-conditioned-temporal-localization\">\u539f\u56e0 5\uff1a\u7f3a\u5c11 query-conditioned temporal localization<\/h2>\n\n\n\n<p>\u4f60\u73b0\u5728\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u5728\u6574\u6bb5\u89c6\u9891\u4e0a\u805a\u4e8b\u4ef6<\/li>\n\n\n\n<li>\u518d\u5224\u65ad\u54ea\u4e9b\u4e8b\u4ef6\u652f\u6301\u9009\u9879<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u66f4\u5408\u7406\u7684\u987a\u5e8f\u5e94\u8be5\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5148\u6839\u636e\u95ee\u9898\/\u9009\u9879\u627e\u76f8\u5173\u65f6\u95f4\u6bb5<br>\u518d\u5728\u5c40\u90e8\u65f6\u95f4\u6bb5\u5185\u90e8\u5efa\u4e8b\u4ef6\u94fe<\/p>\n<\/blockquote>\n\n\n\n<p>\u73b0\u5728\u5c11\u4e86\u8fd9\u4e00\u6b65\uff0c\u6240\u4ee5\u5f88\u591a\u4e8b\u4ef6\u5f88\u53ef\u80fd\u6839\u672c\u548c\u5f53\u524d\u95ee\u9898\u65e0\u5173\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u539f\u56e0-6\u76d1\u7763\u76ee\u6807\u4e0e\u771f\u6b63\u76ee\u6807\u4e0d\u5b8c\u5168\u5bf9\u9f50\">\u539f\u56e0 6\uff1a\u76d1\u7763\u76ee\u6807\u4e0e\u771f\u6b63\u76ee\u6807\u4e0d\u5b8c\u5168\u5bf9\u9f50<\/h2>\n\n\n\n<p>\u4f60\u5e0c\u671b\u89e3\u51b3\u7684\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>causal<\/li>\n\n\n\n<li>temporal<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u7ed3\u679c\u663e\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>descriptive \u66f4\u53d7\u76ca<\/li>\n\n\n\n<li>causal \u4e0d\u5347\u53cd\u964d<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u8bf4\u660e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4f60\u73b0\u5728\u7684\u635f\u5931\u548c\u67b6\u6784\u7ec4\u5408\uff0c\u66f4\u5bb9\u6613\u5b66\u6210\u201c\u89c6\u9891\u5185\u5bb9\u91cd\u7ec4\u7ec7\u5668\u201d\uff0c\u800c\u4e0d\u662f\u201c\u56e0\u679c\u63a8\u7406\u5668\u201d\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u4e94-\u9636\u6bb5\u6027\u7ed3\u8bba\">\u4e94\u3001\u9636\u6bb5\u6027\u7ed3\u8bba<\/h1>\n\n\n\n<p>\u57fa\u4e8e\u76ee\u524d\u6240\u6709\u5c1d\u8bd5\uff0c\u6211\u4f1a\u7ed9\u51fa\u4e0b\u9762\u8fd9\u51e0\u4e2a\u5224\u65ad\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-1\">\u7ed3\u8bba 1<\/h2>\n\n\n\n<p><strong>\u201c\u663e\u5f0f\u4e8b\u4ef6\u94fe\u201d\u8fd9\u4e2a\u65b9\u5411\u4e0d\u662f\u96f6\u4fe1\u53f7\u3002<\/strong><\/p>\n\n\n\n<p>\u56e0\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>mask loss<\/code>\u00a0\u5728\u67d0\u4e9b\u7248\u672c\u6d3b\u4e86<\/li>\n\n\n\n<li><code>chain score<\/code>\u00a0\u6709\u533a\u5206<\/li>\n\n\n\n<li><code>s0_5<\/code>\u00a0\u5e76\u975e\u5b8c\u5168\u4e0d\u6da8<\/li>\n\n\n\n<li>\u67d0\u4e9b\u9898\u578b\uff08\u63cf\u8ff0\u7c7b\u3001\u5c40\u90e8\u65f6\u5e8f\u7c7b\uff09\u786e\u5b9e\u53d7\u76ca<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-2\">\u7ed3\u8bba 2<\/h2>\n\n\n\n<p><strong>\u4f46\u5f53\u524d\u67b6\u6784\u5e76\u6ca1\u6709\u628a\u8fd9\u4e2a\u65b9\u5411\u53d8\u6210\u201c\u6709\u6548\u7684\u56e0\u679c\u63a8\u7406\u6a21\u5757\u201d\u3002<\/strong><\/p>\n\n\n\n<p>\u7279\u522b\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>causal-how<\/code>\u00a0\u6389\u5f97\u660e\u663e<\/li>\n\n\n\n<li><code>causal<\/code>\u00a0\u6574\u4f53\u6ca1\u6709\u63d0\u5347<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\u76ee\u524d\u4e0d\u80fd\u8bf4\u201c\u8fd9\u5957\u67b6\u6784\u5df2\u7ecf\u8bc1\u660e\u663e\u5f0f\u4e8b\u4ef6\u94fe\u6709\u6548\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-3\">\u7ed3\u8bba 3<\/h2>\n\n\n\n<p><strong>\u5f53\u524d reasoner \u66f4\u50cf\u201c\u7ed3\u6784\u5316\u6458\u8981\/\u8bc1\u636e\u91cd\u6392\u6a21\u5757\u201d\uff0c\u4e0d\u50cf\u771f\u6b63\u7684\u56e0\u679c\u94fe\u63a8\u7406\u5668\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-4\">\u7ed3\u8bba 4<\/h2>\n\n\n\n<p><strong>\u5982\u679c\u76ee\u6807\u662f\u6574\u4f53\u63d0\u70b9\uff0c\u8fd9\u6761\u8f7b\u91cf s0 \u7ebf\u76ee\u524d\u4e0d\u6210\u529f\u3002<\/strong><\/p>\n\n\n\n<p>\u53ef\u4ee5\u7ee7\u7eed\u505a\u5f00\u53d1\/\u8bca\u65ad\uff0c\u4f46\u4e0d\u5b9c\u518d\u628a\u5b83\u5f53\u4e3b\u7ed3\u679c\u7ebf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bba-5\">\u7ed3\u8bba 5<\/h2>\n\n\n\n<p><strong>Flipped-VQA \u8fd9\u7c7b\u5927\u6a21\u578b + \u9884\u63d0\u7279\u5f81\u7684\u5f3a\u57fa\u5ea7\uff0c\u4ecd\u7136\u662f\u66f4\u53ef\u4fe1\u7684\u4e3b\u5e72\u3002<\/strong><\/p>\n\n\n\n<p>\u4f46\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u80fd\u7ee7\u7eed\u7528\u201c\u6700\u540e\u5916\u63a5\u4e00\u5c42 chain-aware scoring\u201d\u8fd9\u79cd\u65b9\u5f0f\u671f\u5f85\u660e\u663e\u63d0\u70b9<\/li>\n\n\n\n<li>\u8981\u6539\u6210\u66f4\u524d\u7f6e\u3001\u66f4\u7ed3\u6784\u5316\u7684\u63a5\u6cd5<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u516d-\u76ee\u524d\u4e00\u5171\u505a\u4e86\u591a\u5c11\u79cd\u5931\u8d25\u6216\u53d7\u9650\u7684\u5c1d\u8bd5\">\u516d\u3001\u76ee\u524d\u4e00\u5171\u505a\u4e86\u591a\u5c11\u79cd\u201c\u5931\u8d25\u6216\u53d7\u9650\u201d\u7684\u5c1d\u8bd5<\/h1>\n\n\n\n<p>\u5982\u679c\u4f60\u662f\u4e3a\u4e86\u5199\u62a5\u544a\uff0c\u5efa\u8bae\u8fd9\u6837\u8868\u8ff0\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u622a\u81f3\u76ee\u524d\uff0c\u56f4\u7ed5\u201c\u8f7b\u91cf\u57fa\u5ea7 + \u663e\u5f0f\u4e8b\u4ef6\u94fe\u63a8\u7406\u201d\u4e0e\u201c\u5f3a\u57fa\u5ea7\u9002\u914d\u201d\u5171\u5b8c\u6210&nbsp;<strong>7 \u4e2a\u4e3b\u8981\u53ef\u6bd4\u5b9e\u9a8c\u7248\u672c<\/strong>&nbsp;\u4e0e&nbsp;<strong>1 \u4e2a\u5f3a\u57fa\u5ea7\u53c2\u8003\u5b9e\u9a8c<\/strong>\u3002<br>\u5176\u4e2d\uff0c\u4e8b\u4ef6\u94fe\u6a21\u5757\u5728\u591a\u7ec4\u5b9e\u9a8c\u4e2d\u8868\u73b0\u51fa\u4e00\u5b9a\u7ed3\u6784\u5316\u5efa\u6a21\u4fe1\u53f7\uff0c\u4f46\u6574\u4f53\u51c6\u786e\u7387\u63d0\u5347\u6709\u9650\uff0c\u4e14\u672a\u5728\u56e0\u679c\u7c7b\u95ee\u9898\u4e0a\u5f62\u6210\u7a33\u5b9a\u4f18\u52bf\uff0c\u8bf4\u660e\u5f53\u524d\u67b6\u6784\u5b58\u5728\u8f93\u5165\u538b\u7f29\u8fc7\u5f3a\u3001reasoner \u4ecb\u5165\u8fc7\u665a\u3001\u57fa\u5ea7\u6cdb\u5316\u4e0d\u8db3\u7b49\u5173\u952e\u74f6\u9888\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"\u4e03-\u6700\u7b80\u6d01\u7684\u5931\u8d25\u62a5\u544a\u7248\u672c\">\u4e03\u3001\u6700\u7b80\u6d01\u7684\u5931\u8d25\u62a5\u544a\u7248\u672c<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\" 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