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Author

Siria Xiyueyao Luo

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#natural language process... Preprint Sep 2026

Memory Consolidation Flattens the Temporal Shape of User Facts

Long-term memory systems turn conversations into short stored notes. A note can keep a user fact while losing evidence about whether the fact still holds. For example,"I am driving a Peugeot"can become"The user drives a Peugeot,"which drops the cue that the activity is ongoing. We call this aspectual flattening and mea...

Sugam Panthi, Muhaiminul Yeamin, S. Luo et al. · 1 citation
Jul 2026

Cognivia: A Cognitive Behavioral Therapy Copilot for Evidence-Based Mental Healthcare

Cognivia is an evidence-based artificial intelligence therapist that integrates automatic cognitive distortion identification and rational response generation and is proposed the first hierarchical quality evaluation framework for assessing LLM-generated rational responses, developed through collaboration between AI re...

Qi Chen, Siria Xiyueyao Luo, Jian Wang et al. · 0 citations

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