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LLM Stats
ERQA
Embodied Reasoning Question Answering benchmark consisting of 400 multiple-choice visual questions across spatial reasoning, trajectory reasoning, action reasoning, state estimation, and multi-view reasoning for evaluating AI capabilities in physical world interactions
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- multimodal
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 24
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Qwen3.8 Max | 0.778 | Not recorded | Not recorded | 2026-08-02 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.72 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.713 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.698 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| Qwen3.6 Plus | 0.657 | Not recorded | Not recorded | 2026-04-02 · model_announcement | LLM Stats |
| GPT-5 | 0.657 | Not recorded | Not recorded | 2025-08-07 · model_announcement | LLM Stats |
| Qwen3.8-27B | 0.655 | Not recorded | Not recorded | 2026-08-14 · model_announcement | LLM Stats |
| Qwen3.5-35B-A3B | 0.648 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Muse Spark | 0.647 | Not recorded | Not recorded | 2026-04-08 · model_announcement | LLM Stats |
| o3 | 0.64 | Not recorded | Not recorded | 2025-04-16 · model_announcement | LLM Stats |
| Qwen3.6-27B | 0.625 | Not recorded | Not recorded | 2026-04-21 · model_announcement | LLM Stats |
| Qwen3.5-122B-A10B | 0.62 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3.5-27B | 0.605 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Thinking | 0.525 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 32B Thinking | 0.523 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Instruct | 0.513 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 32B Instruct | 0.488 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 4B Thinking | 0.473 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 8B Thinking | 0.468 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 8B Instruct | 0.458 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Thinking | 0.453 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Instruct | 0.43 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 4B Instruct | 0.413 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| GPT-4o | 0.352 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |