EvolMem - Habituation: leaderboard

Long-context LLM backbones on multi-session conversational memory, paper v1 Table 2. Seven memory abilities are scored independently; the memory-system ablation table is a separate protocol. Mistral-Large has no pinned endpoint in the paper or released evaluator and retains an explicitly unspecified identity. This series reports Habituation (%). Source: https://arxiv.org/html/2601.03543v1.

Metric: Habituation (%). Source: arxiv.org. Saturation forecast: Around February 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro84.16#82
2Llama 4 Maverick25.24#486
3DeepSeek V3.223.86#210
4Kimi K221.31#252
5MiniMax-M216.16#327
6GPT-5.114.79#145

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

Interactive version: theaggregate.ai/benchmark?slug=evolmem-habituation · How It Works · Data refreshed daily, snapshot 2026-11-05.