CodeScope - Code Summarization: leaderboard
The Code Summarization subtask of CodeScope (arXiv) — generating natural-language summaries of code; score.
Metric: Score. Source: haitianliu22.github.io. Saturation forecast: Estimated already saturated. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4 | 33.66 | #438 |
| 2 | GPT-3.5 | 33.18 | #818 |
| 3 | starcoder | 31.16 | #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-summarization · How It Works · Data refreshed daily, snapshot 2026-10-20.