Get basic statistics about the text-only dataset. Args: samples: List of LoCoMoSample objects Returns: Dict

Load retriever state from disk

Load retriever state from memory

Retrieve documents using hybrid scoring

Select relevant parts of conversation memories — plain text, no JSON schema.

Decorator: retry an LLM call with exponential backoff.

Save retriever state to disk