SciR - Deduction Hard: leaderboard

Metric: Accuracy (%) on the 200 hard-tier SciR deduction tasks (deduction over developmental-biology lineage syllogisms (3-way answer)), rendered as plain natural-language premises (NL); the model reasons with chain-of-thought directly from the task text, temperature 0; answers are checked against the generating formal object; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScore
1DeepSeek R193
2Qwen 3 30B A3B 2507 Instruct80
3GPT-4o54
4O3 Mini52.5
5Olmo 3.1 32B Instruct49.5
6Llama 3.3 70B Instruct42.5

Interactive version: theaggregate.ai/benchmark?slug=scir-deduction-hard · How It Works · Data refreshed daily, snapshot 2026-09-29.