REPOGEO REPORT · LITE
yunlong10/Awesome-LLMs-for-Video-Understanding
Default branch main · commit cc623f49 · scanned 5/25/2026, 1:22:41 AM
GitHub: 3,180 stars · 143 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface yunlong10/Awesome-LLMs-for-Video-Understanding, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXawesome-list, survey, video-understanding, large-language-models, llms, computer-vision, deep-learning, research-papers, datasets, multimodal-llms
- highlicense#2Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate a LICENSE file in the repository root with an appropriate open-source license (e.g., MIT, Apache-2.0, or GPL-3.0).
- mediumabout#3Clarify the repository's "about" description to emphasize its nature as a curated resource
Why:
CURRENT🔥🔥🔥 [IEEE TCSVT] Latest Papers, Codes and Datasets on Vid-LLMs.
COPY-PASTE FIXA comprehensive, curated list of the latest papers, code, and datasets on Video Large Language Models (Vid-LLMs), including our IEEE TCSVT survey.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Video-LLaMA · recommended 2×
- Video-ChatGPT · recommended 1×
- Awesome-LLM-Video · recommended 1×
- VideoPoet · recommended 1×
- InternVideo2 · recommended 1×
- CATEGORY QUERYWhere can I find a comprehensive survey of large language models for video understanding?you: not recommendedAI recommended (in order):
- Video-LLaMA
- Video-ChatGPT
- Awesome-LLM-Video
AI recommended 3 alternatives but never named yunlong10/Awesome-LLMs-for-Video-Understanding. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are the latest research papers, code, and datasets for video large language models?you: not recommendedAI recommended (in order):
- VideoPoet
- InternVideo2
- Video-LLaMA
- Open-Sora
- MiniGPT-4V
- LAVIS
AI recommended 6 alternatives but never named yunlong10/Awesome-LLMs-for-Video-Understanding. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of yunlong10/Awesome-LLMs-for-Video-Understanding?passAI did not name yunlong10/Awesome-LLMs-for-Video-Understanding — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts yunlong10/Awesome-LLMs-for-Video-Understanding in production, what risks or prerequisites should they evaluate first?passAI named yunlong10/Awesome-LLMs-for-Video-Understanding explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo yunlong10/Awesome-LLMs-for-Video-Understanding solve, and who is the primary audience?passAI did not name yunlong10/Awesome-LLMs-for-Video-Understanding — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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yunlong10/Awesome-LLMs-for-Video-Understanding — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite