StratMem-Bench - Memory Integration Quality: leaderboard

Metric: Memory integration quality MIQ (1-5, judge-rated) of responses that pass the SMC check, over all instances weighted by scenario counts; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScore
1GPT-5 Chat4.56
2GPT-5.24.45
3Llama 4 Maverick4.44
4DeepSeek V3.24.4
5Claude Sonnet 4.54.37
6Qwen 3 Max4.3
7Qwen 3 235B A22B 2507 Instruct4.24
8Gemini 3 Pro (Preview)4.21

Interactive version: theaggregate.ai/benchmark?slug=stratmem-bench-memory-integration-quality · How It Works · Data refreshed daily, snapshot 2026-10-07.