Wen-Yu Chang

When Users Don't Ask: Benchmarking Context-Driven Memory Retrieval in Conversational Agents

Large language models (LLMs) are increas- ingly deployed as long-horizon conversational agents, motivating growing interest in mem- ory systems. However, existing benchmarks primarily evaluate memory through QA-style probing rather than in-situ conversational usage. We introduce LOCOMO-CONV, a conversa- tional memory b...