large language model evaluation 1preference learning 1query-only supervision 1rubric generation 1synthetic pairwise data 1
From the 1 of 17 linked papers with an AI index.
Showing cs.AIShow all
2 papers · 1 filter
cs.AI2026
DeepFilter: A Transformer-style Framework for Accurate and Efficient Process Monitoring
Hao Wang, Zhichao Chen, Licheng Pan +4
The process monitoring task is characterized by stringent demands for accuracy and efficiency. Current transformer-based methods, characterized by self-attention for temporal fusio…
cs.AI2025
Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary
Licheng Pan, Yongqi Tong, Xin Zhang +3
Large language models (LLMs) have demonstrated remarkable capabilities across a wide range of tasks, yet they often refuse to answer legitimate queries--a phenomenon known as overr…