TRACK - Code Generation (MeLLo): 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 through MeLLo, which keeps the facts in an external memory and retrieves them by question decomposition). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScore
1Qwen 3 8B24.8
2Qwen 3 4B21.4
3Qwen 3 1.7B12.5

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