Shared-task publication on emotion recognition and emotion-flip reasoning in conversation, authored with the UCSC NLP cohort.
Graph-based retrieval publication on personalization for large language models, centered on the PGraphRAG framework and benchmark.
MIDI-first music understanding publication focused on interpretable symbolic representations and evidence-linked captioning.
Benchmark publication for personalized review generation grounded in temporal user-item graph evidence.
Q1 2026 paper exploring medication knowledge graphs linking reviews to clinical trial side-effect evidence.
Shared-task publication on narrative similarity using a triplet-tuned MPNet bi-encoder after comparing against neuro-symbolic graph baselines.
Family trip and reconnection point that reframed joy, grief, obligation, and care.