AICD Bench - Robust Binary Classification (Zero-Shot): 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 prompt). Source: arxiv.org. Saturation forecast: Around December 2026. 2 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemma 3 27B | 58.45 |
| 2 | Gemini 2.5 Flash | 57.15 |
Interactive version: theaggregate.ai/benchmark?slug=aicd-bench-robust-binary-classification-zero-shot · How It Works · Data refreshed daily, snapshot 2026-09-26.