E-Bench-Code - Pass^3: leaderboard
Metric: Pass^3 (%; tasks solved in all three trials; domain MCP tools plus an exec_code tool) on 323 synthetic state-changing tasks in three product environments (Honor of Kings, QQ Music, Tencent Meeting), graded by exact database-state diff; three trials per task, each model at its highest available thinking effort in a shared MCP harness. Source: arxiv.org. Saturation forecast: Around December 2026. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.8 (Max) | 68.66 |
| 2 | GPT-5.5 (xHigh) | 66.9 |
| 3 | Kimi K3 (Max) | 65.8 |
| 4 | Grok 4.5 (High) | 55.75 |
| 5 | Qwen 3.7 Max | 44.01 |
| 6 | Hy3 | 44.01 |
| 7 | GLM-5.2 (Max) | 42.25 |
| 8 | Gemini 3.5 Flash (High) | 40.49 |
| 9 | Seed 2.1 Pro | 30.99 |
| 10 | DeepSeek V4 Pro (Max) | 25.35 |
| 11 | MiniMax-M3 | 21.13 |
Interactive version: theaggregate.ai/benchmark?slug=e-bench-code-pass-pow-3 · How It Works · Data refreshed daily, snapshot 2026-09-29.