| OmniSeek: Native Tool Integration for Multi-turn Audio-Visual Reasoning | | 74.6 | OmniSeek (ours) | 2026-10-01 |
| Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs | ✓ Link | 65.5 | Video-ORA-9B | 2026-08-20 |
| MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction | ✓ Link | 64.3 | MiniCPM-o 4.5-Instruct | 2026-04-30 |
| Omni-Streaming Thinking | ✓ Link | 60.0 | OST | 2026-09-14 |
| EventLens: Event-Structure Reinforcement Learning for Video Understanding | ✓ Link | 59.44 | EventLens-8B | 2026-10-12 |
| Training-Free Speech-Centric Omni Understanding with Frozen VLMs | ✓ Link | 59.3 | MiniCPM4.5-V-TFO-9B | 2026-08-07 |
| AdaTooler-V: Adaptive Tool-Use for Images and Videos | ✓ Link | 58.3 | AdaTooler-V-7B | 2025-12-18 |
| Qwen3-Omni Technical Report | ✓ Link | 57.3 | Qwen3-Omni-Flash-Thinking | 2025-09-22 |
| OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering | ✓ Link | 52.53 | OmniJigsaw (CMM) | 2026-04-09 |
| OneThinker: All-in-one Reasoning Model for Image and Video | ✓ Link | 48.7 | OneThinker-8B | 2025-12-02 |
| Open-o3-Video-v2: Seek, Ground, and Reason with Verifiable Spatio-Temporal Evidence | ✓ Link | 48.0 | Open-o3-Video-v2-4B | 2026-10-13 |
| Boosting Omni-Modal Language Models: Staged Post-Training with Visually Debiased Evaluation | | 47.07 | Qwen2.5-Omni-3B (Stage 2: Mixed-Modality RLVR) | 2026-05-13 |
| VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning | | 42.5 | VideoVAST-7B (extra data) | 2026-06-03 |
| Video Streaming Thinking: VideoLLMs Can Watch and Think Simultaneously | ✓ Link | 41.9 | VST-7B | 2026-03-12 |
| Rethinking Chain-of-Thought Reasoning for Videos | ✓ Link | 41.6 | Qwen2.5-VL-7B (GRPO, concise reason, trained with token compression & 6x frames) | 2025-12-10 |
| Insight-V++: Towards Advanced Long-Chain Visual Reasoning with Multimodal Large Language Models | | 40.2 | Insight-V++ | 2026-03-18 |
| EVA: Efficient Reinforcement Learning for End-to-End Video Agent | ✓ Link | 36.7 | EVA (GRPO) | 2026-03-24 |