TRACK - Code Generation (Closed Book): leaderboard

Metric: Holistic pass (%; BigCodeBench-derived coding problems that require specific library API versions, 500 items; the final answer is correct and the reasoning entails every required fact; answered closed book, with no facts injected). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScore
1GPT-4.1 Mini35.9
2Qwen 3 8B27.2
3Qwen 3 4B24.7
4Qwen 3 1.7B17.4

Interactive version: theaggregate.ai/benchmark?slug=track-code-generation-closed-book · How It Works · Data refreshed daily, snapshot 2026-09-26.