3 papers
eess.AS2026
ES4R: Speech Encoding Based on Prepositive Affective Modeling for Empathetic Response Generation
Zhuoyue Gao, Xiaohui Wang, Xiaocui Yang +4
Empathetic speech dialogue requires not only understanding linguistic content but also perceiving rich paralinguistic information such as prosody, tone, and emotional intensity for…
cs.LG2025
Scaling Linear Attention with Sparse State Expansion
Yuqi Pan, Yongqi An, Zheng Li +6
The Transformer architecture, despite its widespread success, struggles with long-context scenarios due to quadratic computation and linear memory growth. While various linear atte…
cs.CL2025
RankPO: Preference Optimization for Job-Talent Matching
Yafei Zhang, Murray Wang, Yu Wang +1
Matching job descriptions (JDs) with suitable talent requires models capable of understanding not only textual similarities between JDs and candidate resumes but also contextual fa…