HardSecBench - Refinement@5 (GPT-5.1 Collaborator) - Functional: leaderboard
Measures functional and security requirement pass rates on 924 hardware/firmware tasks. Single-attempt permits up to three compiler-only repairs. Refinement uses GPT-5.1 functional-only collaborator feedback for up to five iterations. Pass@k averages atomic requirements, not whole-task success. Security hints are absent in this main evaluation. Model effort and dated labels are retained. This series reports HardSecBench - Refinement@5 (GPT-5.1 Collaborator) - Functional using Requirement Pass Rate (%).
Metric: Requirement Pass Rate (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 18 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | DeepSeek V3.2 | 99.26 | #210 |
| 2 | Gemini 3 Pro (Preview) | 99.08 | #71 |
| 3 | O1 | 98.97 | #190 |
| 4 | Claude Sonnet 4.5 | 98.88 | #148 |
| 5 | GPT-5 (Medium) | 98.82 | #105 (GPT-5) |
| 6 | GLM-4.6 | 98.8 | #265 |
| 7 | GPT-5.1 (Medium) | 98.76 | #145 (GPT-5.1) |
| 8 | Gemini 2.5 Flash | 98.75 | #255 |
| 9 | Gemini 2.5 Pro | 98.72 | #159 |
| 10 | Qwen 3 14B | 98.68 | #542 |
| 11 | Kimi K2 0905 | 98.59 | #292 |
| 12 | Qwen 3 Coder 480B A35B | 98.58 | #286 |
| 13 | GPT-OSS-120B | 98.43 | #346 |
| 14 | Llama 4 Scout Instruct | 98.2 | #547 |
| 15 | Qwen 3 Max | 98.11 | #213 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=hardsecbench-refinement-5-gpt-5-1-collaborator-functional · How It Works · Data refreshed daily, snapshot 2026-11-05.