SCOPE Experimental Design - Analysis Experiments (CoT-only): leaderboard
Metric: Sub-dimension score (out of 5) for analysis experiment design: rubric scores from a GPT-5.2 judge against the ground-truth experimental design of 300 recent ICML, NeurIPS and ICLR papers in 19 research domains; a redline rule zeros a sub-dimension with a fatal flaw such as a hallucinated dataset or baseline, an incompatible metric or a violated constraint; chain-of-thought prompting without search. Source: arxiv.org. Saturation forecast: Around May 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 4.62 |
| 2 | GPT-5.2 | 3.92 |
| 3 | Kimi K2 | 3.74 |
| 4 | DeepSeek V3.2 | 3.13 |
| 5 | Qwen 3 Max | 2.79 |
| 6 | Grok 4 | 2.68 |
| 7 | Gemini 3 Pro | 2.24 |
Interactive version: theaggregate.ai/benchmark?slug=scope-experimental-design-analysis-experiments-cot-only · How It Works · Data refreshed daily, snapshot 2026-09-26.