HAL CORE-Bench Hard: leaderboard

Princeton HAL leaderboard for CORE-Bench Hard: 270 computational reproducibility tasks from 90 scientific papers in CS, social science, and medicine. Tests ability to reproduce research results.

Metric: Accuracy (%). Source: hal.cs.princeton.edu. Saturation forecast: Around January 2027. 49 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.577.78#83
2Claude Sonnet 4.562.22#142
3Claude Opus 4.1 (20250805)51.11#132
4Claude Sonnet 4 (20250514)46.67#213
5Claude Sonnet 4.5 (High)44.44#142 (Claude Sonnet 4.5)
6Claude Opus 4.142.22#140
7Claude Opus 4.5 (20251101)42.22#74
8Claude Opus 4.5 (High)42.22#83 (Claude Opus 4.5)
9Gemini 3 Pro (Preview) (High)40#66 (Gemini 3 Pro (Preview))
10Claude 3.7 Sonnet (20250219)35.56#201
11O4 Mini (High)35.56#180 (O4 Mini)
12GPT-4.1 (2025-04-14)33.33#250
13GPT-5 (Medium)26.67#98 (GPT-5)
14O3 (Medium)24.44#124 (O3)
15Gemini 2.5 Pro (Preview 03-25)22.22#123

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

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