| MVBench: A Comprehensive Multi-modal Video Understanding Benchmark | Nov 28, 2023 | 3D Question Answering (3D-QA)Diagnostic | CodeCode Available | 2 | 5 |
| Video-CCAM: Enhancing Video-Language Understanding with Causal Cross-Attention Masks for Short and Long Videos | Aug 26, 2024 | Large Language ModelMVBench | CodeCode Available | 2 | 5 |
| VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding | May 2, 2025 | Anomaly DetectionCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models | Nov 17, 2024 | MVBenchVideo-based Generative Performance Benchmarking | CodeCode Available | 1 | 5 |
| Enhancing Temporal Modeling of Video LLMs via Time Gating | Oct 8, 2024 | MVBenchQuestion Answering | CodeCode Available | 0 | 5 |
| VideoSAVi: Self-Aligned Video Language Models without Human Supervision | Dec 1, 2024 | EgoSchemaMVBench | —Unverified | 0 | 0 |
| VideoLLaMB: Long-context Video Understanding with Recurrent Memory Bridges | Sep 2, 2024 | GPUMVBench | —Unverified | 0 | 0 |
| GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning | May 29, 2025 | Multimodal ReasoningMVBench | —Unverified | 0 | 0 |
| VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment | Apr 18, 2025 | MVBench | —Unverified | 0 | 0 |
