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

Wen-Yu Chang, Yun-Nung Chen

Large language models (LLMs) are increas- ingly deployed as long-horizon conversational agents, motivating growing interest in mem- ory systems. However, existing benchmarks primar…