AppWorld-UL (Code Agent) - Confirmation Tasks: leaderboard
Metric: Interactive task goal completion (%; share of 102 tasks whose actions need explicit user confirmation first whose AppWorld unit tests all pass, including a test that the agent asked the simulated user for every piece of hidden information it needed; ReAct code agent that writes Python against the AppWorld app APIs; GPT-5.5 user simulator answering from a fixed knowledge set). Source: arxiv.org. Saturation forecast: Around April 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.7 Max | 67.7 |
| 2 | GLM-5.1 | 66.7 |
| 3 | Claude Opus 4.7 | 60.8 |
| 4 | GPT-5.5 (Medium) | 58.8 |
| 5 | Kimi K2.6 | 50 |
| 6 | DeepSeek V4 Pro | 48 |
Interactive version: theaggregate.ai/benchmark?slug=appworld-ul-code-agent-confirmation-tasks · How It Works · Data refreshed daily, snapshot 2026-09-29.