{"id":45115,"date":"2025-06-22T13:19:23","date_gmt":"2025-06-22T05:19:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/45115.html"},"modified":"2025-06-22T13:19:23","modified_gmt":"2025-06-22T05:19:23","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0%e3%80%91%e3%80%90%e5%bc%ba%e5%8c%96%e5%be%ae%e8%b0%83%e3%80%91tinyllava-video-r1%ef%bc%9a%e5%b0%8f%e5%8f%82%e6%95%b0%e6%a8%a1%e5%9e%8b%e4%b9%9f%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/45115.html","title":{"rendered":"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406"},"content":{"rendered":"<p>[2504.09641] TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning<\/p>\n<h2>1. \u5f15\u8ff0<\/h2>\n<p>\u7ee7\u4e4b\u524d\u7684\u4e00\u7bc7 Video-R1 \u7684\u5de5\u4f5c&#xff0c;\u4e00\u7bc7\u65b0\u7684\u5173\u4e8e\u89c6\u9891\u63a8\u7406\u7684\u5de5\u4f5c\u5f88\u5feb\u5c31\u4e0a\u4f20\u5230 Arxiv \u4e0a \u201c\u5360\u5751\u201d \u4e86&#xff0c;\u8fd9\u4e2a\u5de5\u4f5c\u662f\u5173\u4e8e\u4f7f\u7528\u5c0f\u53c2\u6570&#xff08;3B&#xff09;\u7684 LLM \u8fdb\u884c\u89c6\u9891\u63a8\u7406\u3002<\/p>\n<p>\u4e4b\u524d\u90a3\u7bc7 Video-R1 \u7684\u5de5\u4f5c&#xff1a;\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011T-GRPO&#xff1a;\u5bf9\u89c6\u9891\u6570\u636e\u8fdb\u884c\u5f3a\u5316\u5fae\u8c03-CSDN\u535a\u5ba2<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8bf4\u662f \u201c\u5360\u5751\u201d \u5462&#xff1f;\u8fd9\u7bc7\u8bba\u6587\u91c7\u7528 GRPO \u4f5c\u4e3a\u5fae\u8c03\u65b9\u6cd5&#xff0c;\u5e76\u672a\u8bf4\u660e\u4e3a\u4ec0\u4e48\u4e0d\u91c7\u7528 T-GRPO&#xff0c;\u800c\u53ea\u662f\u5728\u5176\u7b2c 5 \u8282 Conclusion and Future Work \u63d0\u4e86\u4e00\u53e5\u5f53\u524d\u5fae\u8c03\u65b9\u6cd5\u6709\u5c40\u9650&#xff0c;\u672a\u6765\u6162\u6162\u6539\u8fdb\u3002<\/p>\n<p>\u5176\u539f\u6587\u5982\u4e0b&#xff1a;<\/p>\n<p>Currently, TinyLLaVA-Video-R1 employs the GRPO algorithm for training. However, this approach exhibits notable limitations. To enhance its effectiveness in video reasoning tasks, we plan to refine the algorithm by addressing the key challenges observed in our experiment.<\/p>\n<p>\u7eb5\u89c2\u6574\u7bc7\u8bba\u6587&#xff0c;\u5176\u6838\u5fc3\u76ee\u7684\u662f\u63a2\u7d22\u5c0f\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b&#xff0c;\u800c\u5f97\u5230\u7684\u7ed3\u679c\u662f\u8fd9\u6837\u7684\u5c0f\u6a21\u578b\u4e5f\u80fd\u5f88\u597d\u63a8\u7406&#xff0c;\u5e76\u4e14\u80fd\u5728\u5f3a\u5316\u5fae\u8c03\u540e\u80fd\u6bd4\u80a9 7B \u6a21\u578b\u3002\u4e0b\u56fe\u5c31\u662f Qwen-7B \u548c\u5f3a\u5316\u5fae\u8c03\u540e\u7684 Qwen-3B \u7684\u5bf9\u6bd4\u5b9e\u9a8c&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"410\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-685792595817c.png\" width=\"607\" \/><\/p>\n<p>\u6709\u8fd9\u7bc7\u8bba\u6587\u4f5c\u4e3a\u4f9d\u636e&#xff0c;\u540e\u7eed\u7684\u7814\u7a76\u5c31\u53ef\u4ee5\u91c7\u7528 3B \u5c0f\u6a21\u578b&#xff0c;\u4e5f\u4e0d\u5403\u8d44\u6e90\u7b97\u529b\u4e86\u3002<\/p>\n<h2>2. \u5956\u52b1\u8bbe\u7f6e<\/h2>\n<p>\u8fd9\u7bc7\u8bba\u6587\u662f\u5fae\u8c03\u5c0f\u53c2\u6570 LLM&#xff0c;\u7528\u7684\u7b97\u6cd5\u662f\u4f20\u7edf GRPO&#xff0c;\u56e0\u6b64\u65b9\u6cd5\u6838\u5fc3\u70b9\u5c31\u5728\u4e8e\u5956\u52b1\u7684\u8bbe\u8ba1\u4e0a\u4e86\u3002\u8bba\u6587\u7684\u5956\u52b1\u8bbe\u8ba1\u6709\u4e09\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u683c\u5f0f\u5956\u52b1&#xff1a;\u683c\u5f0f\u662f\u5426\u6b63\u786e<\/li>\n<li>\u601d\u8003\u5956\u52b1&#xff1a;\u9f13\u52b1\u6b63\u786e\u7684\u957f\u601d\u8003<\/li>\n<li>\u51c6\u786e\u5956\u52b1&#xff1a;\u56de\u7b54\u95ee\u9898\u6b63\u786e\u7ed9\u5956\u52b1<\/li>\n<\/ul>\n<p>\u9996\u5148\u662f\u683c\u5f0f\u5956\u52b1&#xff0c;\u8bba\u6587\u8981\u6c42 LLM \u8f93\u51fa\u7ed3\u679c\u5f97\u6709\u601d\u8003\u8fc7\u7a0b &lt;think&gt; \u548c\u8f93\u51fa\u7b54\u6848 &lt;answer&gt;&#xff0c;\u5e76\u4e14\u6bcf\u6b21\u8f93\u51fa\u53ea\u80fd\u6709\u4e00\u5bf9 &lt;think&gt;&lt;\/think&gt; \u548c\u4e00\u5bf9 &lt;answer&gt;&lt;\/answer&gt;&#xff0c;\u683c\u5f0f\u6b63\u786e\u4e4b\u540e\u7ed9\u4e88\u00a0<img decoding=\"async\" alt=\"r_0\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-685792599450b.png\" \/>\u00a0\u7684\u5956\u52b1\u3002<\/p>\n<p>\u7136\u540e\u662f\u601d\u8003\u5956\u52b1&#xff0c;\u8bba\u6587\u9f13\u52b1 LLM \u8fdb\u884c\u957f\u6587\u672c\u7684\u601d\u8003&#xff0c;&lt;think&gt; \u7684\u957f\u5ea6 <img decoding=\"async\" alt=\"Len\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-685792599da22.png\" \/>\u00a0\u8d8a\u957f&#xff0c;\u5219\u5956\u52b1\u8d8a\u591a&#xff0c;\u6700\u5927\u4e3a <img decoding=\"async\" alt=\"r_1\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259a57ee.png\" \/>&#xff0c;\u4f46\u662f\u5b58\u5728\u4e00\u4e2a\u4e0a\u9650\u00a0<img decoding=\"async\" alt=\"ML\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259acec9.png\" \/>&#xff0c;\u8fd9\u662f\u4e3a\u4e86\u9632\u6b62 LLM \u65e0\u8111\u5806\u6587\u672c\u3002\u601d\u8003\u5956\u52b1\u5448\u7ebf\u6027&#xff0c;\u5199\u6210\u516c\u5f0f\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"LR &#061; \\\\min \\\\left(1, \\\\frac{\\\\mathrm{Len}}{ML} \\\\right) \\\\times r_1.\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259b5bd7.png\" \/><\/p>\n<p>\u8bba\u6587\u5b9a\u4e49\u683c\u5f0f\u5956\u52b1\u5305\u542b\u4e86\u601d\u8003\u5956\u52b1&#xff0c;\u4e5f\u5c31\u662f\u8bf4\u683c\u5f0f\u5956\u52b1\u7684\u516c\u5f0f\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"FR&#061;LR&#043;r_0\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259be927.png\" \/><\/p>\n<p>\u6700\u540e\u662f\u6b63\u786e\u6027\u5956\u52b1&#xff0c;\u56de\u7b54\u6b63\u786e\u7ed9\u4e88\u00a0<img decoding=\"async\" alt=\"r_2\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259c71fb.png\" \/>\u00a0\u7684\u5f97\u5206&#xff0c;\u7b54\u9519\u4e0d\u7ed9\u5206\u3002\u800c\u6b63\u786e\u7b54\u6848\u7684\u5f97\u5206\u00a0<img decoding=\"async\" alt=\"r_2\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259c71fb.png\" \/>\u00a0\u548c\u683c\u5f0f\u6700\u5927\u5f97\u5206\u00a0<img decoding=\"async\" alt=\"r_0&#043;r_1\" class=\"mathcode\" src=\"https:\/\/latex.csdn.net\/eq?r_0&amp;plus;r_1\" \/>\u00a0\u662f\u4e00\u81f4\u7684&#xff0c;\u4e5f\u5c31\u662f\u8bf4\u00a0<img decoding=\"async\" alt=\"r_2&#061;r_0&#043;r_1\" class=\"mathcode\" src=\"https:\/\/latex.csdn.net\/eq?r_2%3Dr_0&amp;plus;r_1\" \/>&#xff0c;\u8fd9\u662f\u4e3a\u4e86\u8ba9\u7b54\u6848\u5f97\u5206\u548c\u683c\u5f0f\u5f97\u5206\u5177\u6709\u76f8\u540c\u7684\u6743\u91cd\u3002\u516c\u5f0f\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"AR&#061;r_2&#061;r_0&#043;r_1\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259dd872.png\" \/><\/p>\n<p>\u6700\u7ec8\u7684\u6a21\u578b\u5956\u52b1\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"R &#061; \\\\begin{cases} AR &#043; FR, &amp; \\\\text{if } FR &gt; 0 \\\\text{ and } AR &#061; r_2 \\\\\\\\ -FR, &amp; \\\\text{if } FR &gt; 0 \\\\text{ and } AR &#061; 0 \\\\\\\\ -(r_0 &#043; r_1 &#043; r_2), &amp; \\\\text{if } FR &#061; 0 \\\\end{cases}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-68579259e7fe9.png\" \/><\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u5f53\u683c\u5f0f\u4e14\u7b54\u6848\u6b63\u786e\u65f6&#xff0c;\u5f97\u5206\u662f\u6b63\u786e\u6027\u5956\u52b1\u00a0<img decoding=\"async\" alt=\"AR\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051922-6857925a012cd.png\" \/>\u00a0\u548c\u683c\u5f0f\u5956\u52b1\u00a0<img decoding=\"async\" alt=\"FR\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051922-6857925a08d2e.png\" \/>\u00a0\u7684\u603b\u548c&#xff1b;\u5f53\u7b54\u6848\u9519\u8bef\u65f6&#xff0c;\u4f60\u7684\u601d\u8003\u8fc7\u7a0b\u88ab\u8bd5\u505a\u5168\u9519&#xff0c;\u6b64\u65f6\u7ed9\u4e88\u60e9\u7f5a\u00a0<img decoding=\"async\" alt=\"-FR\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051922-6857925a10b3d.png\" \/>&#xff0c;\u5982\u679c\u4f60\u7684 &lt;think&gt; \u6587\u672c\u8d8a\u957f&#xff0c;\u60e9\u7f5a\u8d8a\u91cd&#xff1b;\u5f53\u683c\u5f0f\u90fd\u9519\u8bef\u65f6&#xff0c;\u7ed9\u4e88\u6700\u5927\u60e9\u7f5a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb635\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf6\u6b21\u3002\u548c\u8f93\u51fa\u7b54\u6848 \uff0c\u5e76\u4e14\u6bcf\u6b21\u8f93\u51fa\u53ea\u80fd\u6709\u4e00\u5bf9 <\/p>\n","protected":false},"author":2,"featured_media":45100,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[4261,3546],"topic":[],"class_list":["post-45115","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-4261","tag-3546"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/45115.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb635\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf6\u6b21\u3002\u548c\u8f93\u51fa\u7b54\u6848 \uff0c\u5e76\u4e14\u6bcf\u6b21\u8f93\u51fa\u53ea\u80fd\u6709\u4e00\u5bf9\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/45115.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-22T05:19:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-685792595817c.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/45115.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/45115.html\",\"name\":\"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-06-22T05:19:23+00:00\",\"dateModified\":\"2025-06-22T05:19:23+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/45115.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/45115.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/45115.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/45115.html","og_locale":"zh_CN","og_type":"article","og_title":"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb635\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf6\u6b21\u3002\u548c\u8f93\u51fa\u7b54\u6848 \uff0c\u5e76\u4e14\u6bcf\u6b21\u8f93\u51fa\u53ea\u80fd\u6709\u4e00\u5bf9","og_url":"https:\/\/www.wsisp.com\/helps\/45115.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-06-22T05:19:23+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250622051921-685792595817c.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/45115.html","url":"https:\/\/www.wsisp.com\/helps\/45115.html","name":"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-06-22T05:19:23+00:00","dateModified":"2025-06-22T05:19:23+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/45115.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/45115.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/45115.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u3010\u8bba\u6587\u7b14\u8bb0\u3011\u3010\u5f3a\u5316\u5fae\u8c03\u3011TinyLLaVA-Video-R1\uff1a\u5c0f\u53c2\u6570\u6a21\u578b\u4e5f\u80fd\u89c6\u9891\u63a8\u7406"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/45115","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=45115"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/45115\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/45100"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=45115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=45115"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=45115"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=45115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}