FireWorldBench - Physical Field Perception and Grounding (Structured Records): leaderboard
The physical field perception and grounding dimension of FireWorldBench (Chen et al., 2026): grounding partial observations of a simulated fire in the underlying physical fields, such as locating a source from temperature and soot anomalies. Observations are given as structured sensor traces and physical records; the score is completion accuracy in percent, averaged over matched multiple-choice and open-report questions and scored deterministically; higher is better.
Metric: Completion accuracy (%; P2, physical field perception and grounding items of the controlled-simulation subset; structured-observation track (textual sensor traces and physical records); each cell is the mean of the matched choice-format score (Jaccard overlap of selected and gold option sets) and open-report score (exact agreement of required structured slots); deterministic evaluator, no LLM judge; failed or unparseable responses score 0). Source: arxiv.org. Saturation forecast: Around January 2028. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.6 Luna | 54.44 | #117 |
| 2 | Claude Haiku 4.5 | 53.95 | #568 |
| 3 | Gemma 3 27B (IT) | 53.4 | #1306 |
| 4 | Kimi K2 | 51.8 | #435 |
| 5 | Gemini 2.5 Flash | 50.81 | #452 |
| 6 | DeepSeek V3.2 | 49.23 | #403 |
| 7 | Qwen 3.5 Plus (2026-02-15) | 47.2 | #178 |
| 8 | Qwen 3 32B | 45.76 | #960 |
| 9 | Llama 3.3 70B Instruct | 44 | #1353 |
| 10 | Qwen 3 235B A22B | 42.76 | #622 |
| 11 | Qwen 3 Next 80B A3B Instruct | 42.61 | #763 |
| 12 | GLM 4.5 Air | 39.76 | #863 |
| 13 | Gemma 3 12B (IT) | 38.57 | #1849 |
| 14 | Qwen 3 8B | 35.34 | #1838 |
| 15 | Llama 3.1 8B Instruct | 31.35 | #4277 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=fireworldbench-physical-field-perception-and-grounding-structured-records · How It Works · Data refreshed daily, snapshot 2026-11-12.