SEAL - SciPredict: leaderboard

405 questions from post-2025 empirical studies across physics, chemistry, and biology, testing models' ability to predict real scientific experimental outcomes.

Metric: Score. Source: scale.com. Source: benchmarklist.com. Saturation forecast: Around 2033. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)25.27#66
2Claude Opus 4.5 (20251101)23.05#74
3Claude Sonnet 4.522.55#142
4Gemini 3 Flash22.22#99
5Claude Opus 4.1 (20250805)22.22#132
6GPT-5.220.58#110
7O3 Mini (2025-01-31)19.84#240
8DeepSeek V319.18#321
9Llama 3.3 70B18.19#579
10Gemini 2.5 Pro17.04#152
11Qwen 3 32B17.04#443
12Qwen 3 235B A22B16.63#313
13Llama 3.1 8B14.65#1151

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=seal-scipredict · How It Works · Data refreshed daily, snapshot 2026-10-20.