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Ubiquitous Knowledge Processing Lab (UKP Lab), Technical University of Darmstadt, National Research Center for Applied Cybersecurity ATHENE, Germany
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LLMs excel at capturing static affect in text, but modeling *changes* in affect benefits more from tracking recent affective trajectories than from analyzing textual semantics.
Synthetic counseling dialogues can be made significantly more realistic and useful for fine-tuning by grounding them in structured Client Psychological Graphs that capture the interplay of a client's thoughts, emotions, and behaviors.
