Momento: leaderboard
Recent advances in agentic AI have enabled agents to complete complex tasks through tool use, reasoning, and multi-step planning. Yet existing benchmarks evaluate agents within a single session, ignoring past actions, stated preferences, and prior decisions that agents must integrate to fulfill personalized user goals. We introduce Momento, a benchmark for persistent agentic task completion in mul
Metric: Pass@k (self-reported). Source: benchmarklist.com. Saturation forecast: Around August 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemma 4 31B (IT) | 78.26 | #176 |
| 2 | GPT-5.4 Mini | 75.15 | #212 |
| 3 | Qwen 3.6 27B | 75.15 | #170 |
| 4 | Gemma 4 26B A4B (IT) | 73.91 | #297 |
| 5 | Qwen 3.6 35B A3B | 67.7 | #226 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=momento · How It Works · Data refreshed daily, snapshot 2026-10-20.