Synthesis and Evaluation of Long-term History-aware Medical Dialogue

ArXi:2605.19766v1 Announce Type: cross An effective healthcare agent must be able to recall and reason over a patient's longitudinal medical history. However, the absence of datasets with realistic long-term dialogue timelines limits systematic evaluation. Real clinical text is constrained by privacy and ethics, while existing benchmarks focus on isolated interactions, failing to capture cross-session reasoning. We