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Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems , pages=

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MemSyco-Bench: Benchmarking Sycophancy in Agent Memory

cs.IR · 2026-07-01 · unverdicted · novelty 7.0

MemSyco-Bench is a benchmark covering five tasks to evaluate memory-induced sycophancy in LLM agents, testing rejection of invalid memory, scope respect, conflict resolution, update tracking, and valid personalization.

Engagement-Optimized Care: When LLMs become Mental Health Infrastructure

cs.CY · 2026-05-22 · unverdicted · novelty 7.0

A longitudinal qualitative study of 18 US users finds that LLMs deliver socioemotional support but also foster dependency, one-sided validation, and privacy risks because their designs prioritize engagement over well-being and lack care-based governance.

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