KnowVis: Knowledge-Centric Visual Summarization for Video Lectures

arXiv:2609.03742 · cs.CV, cs.CL · Submitted 2026-09-03 · Read on arXiv

cs.CV, cs.CL

Submitted: 2026-09-03

Updated: 2026-09-07

Code: https://github.com/yixu-cityu/KnowVis

Terminology

• Accuracy — 24× in this paper · explained in 1 episode
• Cognitive Load — 18× in this paper · explained in 2 episodes
• Ablation — 11× in this paper · explained in 1 episode
• Core — 9× in this paper · explained in 2 episodes
• Ablation study — 5× in this paper · explained in 1 episode
• Consistency — 5× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 5× in this paper · explained in 3 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Generative AI — 3× in this paper · explained in 2 episodes
• Large Language Model — 3× in this paper
• Benchmark — 2× in this paper · explained in 2 episodes
• Generative Model — 2× in this paper · explained in 2 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Multimodal Dataset — 2× in this paper · explained in 2 episodes
• Scaffolding — 2× in this paper · explained in 3 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Procedural Knowledge — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• OpenAI GPT-5 System Card
• Qwen-Image-2.0 Technical Report

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