MemSyco-Bench - Personalized Memory Use (Full Dialog): leaderboard
Metric: Generation accuracy (%; correct under the reference answer and task-specific rubric; recommendation, advice and subjective-choice requests that should use the valid memory; the whole preceding multi-turn dialogue is given in context with no memory system). Source: arxiv.org. Saturation forecast: Around November 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Flash | 60.34 |
| 2 | Qwen 3 8B | 45.67 |
| 3 | Llama 3.1 8B Instruct | 44 |
| 4 | GPT-4o Mini | 39.33 |
| 5 | Llama 3.3 70B Instruct | 36 |
Interactive version: theaggregate.ai/benchmark?slug=memsyco-bench-personalized-memory-use-full-dialog · How It Works · Data refreshed daily, snapshot 2026-09-29.