CodeScope - Code Generation: leaderboard

The Code Generation subtask of CodeScope (arXiv) — producing programs from specifications; score.

Metric: Score. Source: haitianliu22.github.io. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-431.47#438
2GPT-3.521.07#818
3starcoder3.86#1577

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=codescope-code-generation · How It Works · Data refreshed daily, snapshot 2026-10-20.