IsoSci: leaderboard
Metric: Accuracy (%; 288 problems forming 144 isomorphic cross-domain pairs across physics, chemistry, biology and earth science, each pair sharing one solution structure but needing disjoint domain knowledge; zero-shot chain-of-thought, temperature 0, 8,192-token limit, one sample; letter match for four-way multiple choice, 2% relative tolerance for numeric answers; truncated, empty or failed responses count as wrong). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash (001) | 62.2 |
| 2 | GPT-4o Mini (2024-07-18) | 61.5 |
| 3 | Qwen 3 32B (Thinking) | 37.2 |
| 4 | Qwen 3 32B (Non-reasoning) | 36.8 |
| 5 | O3 Mini | 36.8 |
Interactive version: theaggregate.ai/benchmark?slug=isosci · How It Works · Data refreshed daily, snapshot 2026-09-29.