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cs.CL2026
Not All Tokens Matter Equally: Dynamic In-context Vector Distillation with Decisive-Token Supervision for Long-form Medical Report Generation
Ning Wu, Rui Liu, Xinkun Lin +5
Distilling demonstration effects into hidden-space interventions offers a lightweight alternative to full finetuning. However, existing multimodal variants are mostly evaluated on…
cs.CL2024
Zero-shot Explainable Mental Health Analysis on Social Media by Incorporating Mental Scales
Wenyu Li, Yinuo Zhu, Xin Lin +3
Traditional discriminative approaches in mental health analysis are known for their strong capacity but lack interpretability and demand large-scale annotated data. The generative…