From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs
ICLR Submission Number: 3306
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- Ablation: Collapsed Retrieval vs. Traversal Retrieval
- Ablation: Robustness of MemTree under Various LLM and Embedding Models
- Ablation: Adaptive Threshold Parameters
- Human Evaluation of MemTree's Structure
- Prompt Compression
- LLM Call Efficiency Comparison
- Time Efficiency of MemTree vs Offline Algorithms
- Theoretical Justification of MemTree via Online Hierarchical Clustering
- Error Analysis (work-in-progress)
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