Benchmark
MuirBench
A comprehensive benchmark for robust multi-image understanding capabilities of multimodal LLMs. Consists of 12 diverse multi-image tasks involving 10…
- Modality
- multimodal
- Categories
- multimodal, reasoning, vision
- Openness
- unknown
- Source
- llm_stats
- Reported scores
- 12
Reported scores
llm_stats
| Model | Organization | Reported value | Reported | Evidence |
|---|---|---|---|---|
| LFM2.5-VL-3B | Liquid AI | 0.583 | 2026-08-12 | evidence |
| Qwen2.5-Omni-7B | Qwen | 0.592 | 2025-03-27 | evidence |
| Qwen3 VL 235B A22B Instruct | Qwen | 0.728 | 2025-09-22 | evidence |
| Qwen3 VL 235B A22B Thinking | Qwen | 0.801 | 2025-09-22 | evidence |
| Qwen3 VL 30B A3B Instruct | Qwen | 0.629 | 2025-09-22 | evidence |
| Qwen3 VL 30B A3B Thinking | Qwen | 0.776 | 2025-09-22 | evidence |
| Qwen3 VL 32B Instruct | Qwen | 0.728 | 2025-09-22 | evidence |
| Qwen3 VL 32B Thinking | Qwen | 0.803 | 2025-09-22 | evidence |
| Qwen3 VL 4B Instruct | Qwen | 0.638 | 2025-09-22 | evidence |
| Qwen3 VL 4B Thinking | Qwen | 0.75 | 2025-09-22 | evidence |
| Qwen3 VL 8B Instruct | Qwen | 0.644 | 2025-09-22 | evidence |
| Qwen3 VL 8B Thinking | Qwen | 0.768 | 2025-09-22 | evidence |
Scores are partitioned by the source that reported them and are never merged into a single cross-source ranking, because the sources measure different things and say so.