HardEval - All: leaderboard

HardEval (2026), temperature-zero Bash hardening scripts scored by a model-agnostic grader on AlmaLinux 8, OpenSCAP 1.3.14, SCAP Security Guide 0.1.81 STIG profile; script extraction accepts fenced or raw Bash; fixed test denominator 151; printed FP16 and 4-bit configurations remain separate. Execution-verified Compliance (%); higher is better.

Metric: Execution-verified Compliance (%). Source: arxiv.org. Saturation forecast: Around January 2027. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.780.8#49
2Claude Opus 4.876.8#37
3Claude Sonnet 4.575.5#142
4Claude Opus 4.572.8#83
5GPT-4o66.2#343
6Claude Sonnet 558.9#57
7Claude Haiku 4.550.3#280
8Qwen 2.5 Coder 14B Instruct35.1#675
9Qwen 2.5 Coder 7B Instruct15.9#951
10glm-4-9B13.9#889

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

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