SWE-Explore - Context Efficiency: leaderboard
Metric: Context efficiency (%; share of returned lines inside the core or optional ground-truth context) on 848 repository-exploration instances (issues from 203 repositories in 10 languages): given the repository and issue, the explorer returns five ranked code regions, scored against line-level core context distilled from independent successful repair trajectories; the Mini-SWE-Agent scaffold with each LLM; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 77.1 |
| 2 | GPT-5.4 Mini | 75.4 |
| 3 | Claude Sonnet 4.5 | 71.5 |
| 4 | Kimi K2.6 | 67.6 |
| 5 | Gemini 3 Pro | 54 |
| 6 | GLM-4.7 | 53.6 |
Interactive version: theaggregate.ai/benchmark?slug=swe-explore-context-efficiency · How It Works · Data refreshed daily, snapshot 2026-09-29.