| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| OmniSeek: Native Tool Integration for Multi-turn Audio-Visual Reasoning | 58.3 | OmniSeek (ours) | 2026-10-01 | |
| MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction | ✓ Link | 56.1 | MiniCPM-o 4.5-Instruct | 2026-04-30 |
| Training-Free Speech-Centric Omni Understanding with Frozen VLMs | ✓ Link | 54.0 | Qwen3-VL-30B-A3B-TFO | 2026-08-07 |
| FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs | ✓ Link | 50.19 | Ola (7B) +OFF | 2026-01-20 |