Awesome papers & datasets specifically focused on long-term videos.

[ACL 2024 Findings] "TempCompass: Do Video LLMs Really Understand Videos?", Yuanxin Liu, Shicheng Li, Yi Liu, Yuxiang Wang, Shuhuai Ren, Lei Li, Sishuo Chen, Xu Sun, Lu Hou

[ICCV 2025] AdsQA: Towards Advertisement Video Understanding Arxiv: https://arxiv.org/abs/2509.08621

This SDK generates datasets for training Video LLMs from youtube videos.

The official repo for "LeanPO: Lean Preference Optimization for Likelihood Alignment in Video-LLMs"

Video-LLM Benchmarks on Complex Understanding and Reasoning

CoPhyBench: Benchmarking Physical Reasoning from Conditional Video Observation

[WIP] A collection of inference-only video LLMs.