Asuka-Bench (Claude Code) - Criteria Pass Rate: leaderboard

Metric: Cumulative weighted criteria pass rate (%) after three rounds under Claude Code; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.693.6
2GPT-5.4 (Medium)92.8
3MiniMax-M2.786.3
4GLM-582.9
5Qwen 3.5 Plus80.2
6Seed 2.0 Pro60.9

Interactive version: theaggregate.ai/benchmark?slug=asuka-bench-claude-code-criteria-pass-rate · How It Works · Data refreshed daily, snapshot 2026-09-29.