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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…