Jiarui Liang

Training on synthetic dialogues generated from a temporal stress event graph actually improves LLMs' ability to provide session-level responses and recall information across long counseling sessions.

State-of-the-art temporal knowledge graph reasoning is now possible by jointly modeling historical evidence and evolutionary dynamics, unlocking complementary predictive signals.