ASTRA-bench - Entity Creation: leaderboard

Metric: Task-level end-goal success (0-1, shown times 100) on the 1,222 scenarios that must create or modify an entity; 2,413 human-authored personal-assistant scenarios over the protagonists' email, calendar, messaging and phone histories in a stateful sandbox with 25+ tools; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V3.291.61#198
2Claude Opus 4.591.29#79
3O388.27#121
4GPT-4.183.94#240
5Claude Haiku 4.577.18#271
6Qwen 3 235B A22B69.52#304
7Qwen 3 30B A3B65.26#488

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=astra-bench-entity-creation · How It Works · Data refreshed daily, snapshot 2026-10-11.