Memory has become a central mechanism for extending large language models (LLMs) beyond fixed context windows, stateless interaction, and static parametric knowledge. This survey organizes the literature around three complementary dimensions: the life cycle of memory, the storage substrate, and the system role that mem...
Chen Han, Hong-Chew Yu, Meng-Yue Wu et al.· 0 citations
This survey systematically survey existing research on HLS tasks, including humor, sarcasm, metaphor, empathy, persuasion, narrative, and other general HLS phenomena, across text, speech, vision, and multimodal scenarios.
Xiujie Song, Ge-Fei Yang, Yi-Ning You et al.· arXiv.org· 0 citations
This work introduces PsyEval, a benchmark specifically designed to evaluate LLMs in mental health-related tasks across three core dimensions: knowledge, diagnosis, and emotional support, and reveals considerable gaps in LLMs' current ability to reason accurately and respond appropriately in mental health contexts.
Haoan Jin, Siyuan Chen, Dilawaier Dilixiati et al.· npj Mental Health Research· 0 citations
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