AMA-Bench - Open-World QA: leaderboard

AMA-Bench open-world QA slice measures retrieval and memory over broad agent interaction histories.

Metric: Average Score (%). Source: huggingface.co. Saturation forecast: Around January 2027. 26 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini78.81#186
2Gemini 2.5 Flash71.7#245
3GPT-5.265.98#110
4Claude 3.5 Haiku61.38#568
5Qwen2.5-14B-Instruct-1M49.95#578
6Qwen 3 32B49.78#443
7Qwen 3 14B48.15#537
8Qwen 3 8B47.43#674

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=ama-bench-open-world-qa · How It Works · Data refreshed daily, snapshot 2026-10-20.