MemUse: Moving Memory Evaluation from Direct QA to Natural Integration in Long-Term Human-AI Conversation

arXiv:2608.24189 · cs.CL, cs.HC · Submitted 2026-08-25 · Read on arXiv

cs.CL, cs.HC

Submitted: 2026-08-25

Updated: 2026-08-25

Code: https://github.com/ryuichi-sumida/memuse

Terminology

• Natural Integration — 91× in this paper
• RAG — 86× in this paper · explained in 3 episodes
• Benchmark — 56× in this paper · explained in 2 episodes
• Accuracy — 39× in this paper · explained in 1 episode
• Aggregation — 10× in this paper · explained in 1 episode
• Grounding — 9× in this paper · explained in 3 episodes
• Ablation — 8× in this paper · explained in 1 episode
• LLM judge — 6× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Prior-Context Dependence — 5× in this paper
• Calibration — 3× in this paper · explained in 7 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Failure Modes — 3× in this paper · explained in 3 episodes
• Hallucination — 3× in this paper · explained in 3 episodes
• Clustering — 2× in this paper · explained in 2 episodes
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Decoupling — 2× in this paper · explained in 2 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Homogeneity — 1× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Provenance — 1× in this paper · explained in 4 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Extending Context Window of Large Language Models via Positional Interpolation
• REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
• MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation
• MemGPT: Towards LLMs as Operating Systems

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