SciPredict
Models predict the outcomes of 405 real physics, biology and chemistry experiments published after March 31, 2025, with and without expert background knowledge.
Also measures calibration. The repo paper link was still a placeholder on November 1st, 2026.
- Made by
- Scale AI
- Released
- January 2026
- Kind
- Research science
- Level
- Expert
- Scored
- Checked automatically
- Answers
- Short answer
- Tasks
- All public
- Strongest model tested
- GPT-5.2 #50 on the capability index
- Last model added
- December 2025
- Scores refreshed
- November 12th, 2026
Gemini 3 Pro leads with 25.3% among models released by December 2025
Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
The newest model with a score here came out in December 2025, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- Claude Fable 5.2
-
Gemini 4 Carbon
- GPT-6 Astra
- Claude Opus 5.5
- and 16 more
- 25.3
Gemini 3 Pro
- 23.1 Claude Opus 4.5
- 22.6 Claude Sonnet 4.5
- 22.2 Claude Opus 4.1
- 22.2
Gemini 3 Flash
- 20.6 GPT-5.2
- 19.8 o3-mini
- 19.2 DeepSeek-V3 (snapshot unspecified)
- 18.2
Llama 3.3 70B
- 17.9 o3
- 17.0 gemini-2.5-pro (snapshot unspecified)
- 17.0
Qwen3-32B
- 16.6 Qwen3-235B
- 16.2 o4-mini
- 14.7
Llama 3.1-8B
- 1
Gemini 3 Pro 25.3%
- 2 Claude Opus 4.5 23.1%
- 3 Claude Sonnet 4.5 22.6%
- 4 Claude Opus 4.1 22.2%
- 5
Gemini 3 Flash 22.2%
- 6 GPT-5.2 20.6%
- 7 o3-mini 19.8%
- 8 DeepSeek-V3 (snapshot unspecified) 19.2%
- 9
Llama 3.3 70B 18.2%
- 10 o3 17.9%
- 11 gemini-2.5-pro (snapshot unspecified) 17%
- 12
Qwen3-32B 17%
- 13 Qwen3-235B 16.6%
- 14 o4-mini 16.2%
- 15
Llama 3.1-8B 14.7%
Source: Official SciPredict leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | | 25.3% | Nov 2025 | Official leaderboard | |
| 2 | Claude Opus 4.5 | 23.1% | Nov 2025 | Official leaderboard | |
| 3 | Claude Sonnet 4.5 | 22.6% | Sep 2025 | Official leaderboard | |
| 4 | Claude Opus 4.1 | 22.2% | Aug 2025 | Official leaderboard | |
| 5 | | 22.2% | Dec 2025 | Official leaderboard | |
| 6 | GPT-5.2 | 20.6% | Dec 2025 | Official leaderboard | |
| 7 | o3-mini | 19.8% | Jan 2025 | Official leaderboard | |
| 8 | DeepSeek-V3 (snapshot unspecified) | 19.2% | Official leaderboard | ||
| 9 | | 18.2% | Dec 2024 | Official leaderboard | |
| 10 | o3 | 17.9% | Apr 2025 | Official leaderboard | |
| 11 | gemini-2.5-pro (snapshot unspecified) | 17% | Official leaderboard | ||
| 12 | | 17% | Apr 2025 | Official leaderboard | |
| 13 | Qwen3-235B | 16.6% | Official leaderboard | ||
| 14 | o4-mini | 16.2% | Apr 2025 | Official leaderboard | |
| 15 | | 14.7% | Jul 2024 | Official leaderboard |
Number one over time
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official SciPredict leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official SciPredict leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
More in Science and reasoning
- GPQA Diamond In use 198 graduate-level 'Google-proof' multiple-choice questions in biology, chemistry and physics.
Gemini 4 Carbon 96.5%
- Terminal-Bench-Science In use 70 scientific research-workflow tasks across five science areas, run in Harbor containers. Hidden tests give the resolution rate. GPT-6 Astra 68.1%
- FrontierScience In use Models solve physics, chemistry, and biology problems in an Olympiad track graded by short answer and a Research track graded by 10-point rubrics.
Intern-S2-397B 87%
- BioMysteryBench In use Bioinformatics problems on anonymized real datasets that require real analysis with tools. Rubric-graded, with human-solvable and human-difficult splits. Claude Fable 5.2 83.7%
- HiPhO In use Models solve theory problems from 2024 and 2025 physics olympiad exams, some with diagrams. Official marking schemes grade answers and steps, mapped to medal levels.
Gemini 3 Pro 78.3%
- LABBench2 In use 11 biology research sub-tasks (literature, figures, tables, patents, trials and more) with tool access. Macro-averaged accuracy. GPT-5.2 60.9%