ChaosBench-Logic: leaderboard
ChaosBench-Logic evaluates language models on logical and symbolic reasoning about chaotic dynamical systems using text questions over a first-order-logic ontology. The pinned metric is accuracy, reported as percent correct on the source result table. The benchmark also defines additional logical-consistency measures, but this entry is pinned to accuracy. Source: BenchmarkList’s attributed result table.
Metric: Acc (%). Source: benchmarklist.com. Saturation forecast: Estimated already saturated. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4 | 94 | #459 |
| 2 | Gemini 2.5 Flash | 91.9 | #255 |
| 3 | Claude 3.5 Sonnet | 91.6 | #362 |
| 4 | Llama 3 70B | 91.6 | #632 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=chaosbench-logic · How It Works · Data refreshed daily, snapshot 2026-11-05.