Long-Video Question Answering on LVBench
74.2All ScoreDeep Video Discovery
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Deep Video DiscoveryType=Agentic video understanding framework2026.06 | 74.2 | — | — | — | — | |
| GOPAgenType=Agentic video understanding framework2026.06 | 73.5 | — | — | — | — | |
| MR. VideoType=Agentic video understanding framework2026.06 | 60.8 | — | — | — | — | |
| VideoLucyType=Agentic video understanding framework2026.06 | 58.8 | — | — | — | — | |
| Qwen3-VLModel Category=Video MLLMs, Release Date=Oct 252026.04 | 58 | — | — | — | — | |
| OpenAI o3Access=Closed-Source2026.06 | 57.1 | — | — | — | — | |
| AdaReTaKeAccess=Open-Source2026.06 | 53.3 | — | — | — | — | |
| Qwen3-OmniModel Category=Omnimodal MLLMs, Release Date=Sep 252026.04 | 50.2 | — | — | — | — | |
| GPT-4oAccess=Closed-Source2026.06 | 48.9 | — | — | — | — | |
| Gemini-2.0-FlashAccess=Closed-Source2026.06 | 48.3 | — | — | — | — | |
| Omni-o3Model Category=Omnimodal MLLMs2026.04 | 48.1 | — | — | — | — | |
| Qwen2.5-VL-72BAccess=Open-Source2026.06 | 47.7 | — | — | — | — | |
| Qwen2.5-VLModel Category=Video MLLMs, Release Date=Feb 252026.04 | 45.3 | — | — | — | — | |
| Open-o3-videoModel Category=Video MLLMs, Release Date=Oct 252026.04 | 44.5 | — | — | — | — | |
| InternVL2.5-78BAccess=Open-Source2026.06 | 43.6 | — | — | — | — | |
| mPLUG-Owl3Access=Open-Source2026.06 | 43.5 | — | — | — | — | |
| HumanOmniV2Model Category=Omnimodal MLLMs, Release Date=June 252026.04 | 43.2 | — | — | — | — | |
| Qwen2.5-OmniModel Category=Omnimodal MLLMs, Release Date=Mar 252026.04 | 41.5 | — | — | — | — | |
| VCAType=Agentic video understanding framework2026.06 | 41.3 | — | — | — | — | |
| VideoChat-R1Model Category=Video MLLMs, Release Date=Apr 252026.04 | 40.8 | — | — | — | — | |
| VideoRFTModel Category=Video MLLMs, Release Date=May 252026.04 | 40.7 | — | — | — | — | |
| EchoInk-R1Model Category=Omnimodal MLLMs, Release Date=May 252026.04 | 38.7 | — | — | — | — | |
| AVATARModel Category=Omnimodal MLLMs, Release Date=CVPR 262026.04 | 38.4 | — | — | — | — | |
| Gemini1.5ProModel Category=Closed-Source APIs, Release Date=Dec 242026.04 | 33.1 | — | — | — | — | |
| Gemini-1.5-ProAccess=Closed-Source2026.06 | 33.1 | — | — | — | — | |
| Omni-R1Model Category=Omnimodal MLLMs, Release Date=May 252026.04 | 32.9 | — | — | — | — | |
| GPT-4oModel Category=Closed-Source APIs, Release Date=May 242026.04 | 30.8 | — | — | — | — | |
| OlaModel Category=Omnimodal MLLMs, Release Date=Feb 252026.04 | 29.8 | — | — | — | — | |
| AV-ReasonerModel Category=Omnimodal MLLMs, Release Date=June 252026.04 | 29.4 | — | — | — | — | |
| VideoAgentType=Agentic video understanding framework2026.06 | 29.3 | — | — | — | — | |
| VideoTreeType=Agentic video understanding framework2026.06 | 28.8 | — | — | — | — | |
| ClipRAGRetrieval Strategy=CLIP-based, Generator=Qwen3-VL-8B-Instruct2025.04 | — | 33.72 | — | — | — | |
| Cloud-Only (CO)Deployment Strategy=Cloud-Only, Backbone Model=VideoLLaMA3-7B2026.06 | — | 39.23 | 2,549.78 | — | 4.08 | |
| Co-VStreamDeployment Strategy=Edge-Cloud Collaboration2026.06 | — | 38.93 | 316.42 | 87.59 | 2.99 | |
| Edge-Cloud Hybrid (EC)Deployment Strategy=Edge-Cloud Hybrid, Restoration Model=AuraSR-v22026.06 | — | 36.59 | 637.45 | 75 | 4.09 | |
| Local-Only (LO)Deployment Strategy=Local-Only, Backbone Model=VideoLLaMA3-2B2026.06 | — | 32.42 | 0 | — | 2.72 | |
| OracleRetrieval Type=Oracle, Generator=Qwen3-VL-8B-Instruct2025.04 | — | 33.72 | — | — | — | |
| UniversalRAG (Qwen3-VL-2B-Instruct)Router Type=Trained, Router Model=Qwen3-VL-2B-Instruct, Generator=Qwen3-VL-8B-Instruct2025.04 | — | 33.72 | — | — | — |