fact-consolidation

This paper shows that retrieving the correct fact is insufficient for memory agents, as an obsolete competing statement harms accuracy more than unrelated evidence of the same size, evaluated on MemoryAgentBench's FactConsolidation task with Qwen2.5 and Qwen3 models.