Same Ranking, Different Winner: How Scoring Targets Shape LLM Memory Benchmarks

Sugam Panthi, Rabab Abdelfattah

Conversational-memory systems increasingly transform dialogue history into facts, summaries, timelines, and other source-linked descendants, so a single source turn can coexist wit…