Cangjie-bench - Program Repair (Zero-Shot): leaderboard

Cangjie-bench (Shen et al., 2026) tests coding in Cangjie, a statically typed language Huawei released in 2024 with little public code. This board: 32 QuixBugs programs ported to Cangjie, each with one functional bug to fix, from the task alone without documentation or tools; accuracy is the share of solutions passing all private unit tests, in percent (higher is better).

Metric: Accuracy (%; share of solutions passing all private unit tests; 32 QuixBugs programs ported to Cangjie, each with one bug to fix; zero-shot, code written from the task alone). Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.565.63#244
2Qwen 3 Max62.5#401
3DeepSeek V3.256.25#403

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=cangjie-bench-program-repair-zero-shot · How It Works · Data refreshed daily, snapshot 2026-11-12.