AICD Bench - Robust Binary Classification (Zero-Shot CoT): leaderboard
Metric: Macro-F1 (%; human-written vs machine-generated code under unseen languages and domains; 5% sample stratified by label, domain and language; zero-shot chain-of-thought prompt with per-class code features). Source: arxiv.org. Saturation forecast: Around December 2026. 2 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash | 62.31 |
| 2 | Gemma 3 27B | 54.94 |
Interactive version: theaggregate.ai/benchmark?slug=aicd-bench-robust-binary-classification-zero-shot-cot · How It Works · Data refreshed daily, snapshot 2026-09-26.