3 papers
cs.CL2025
DualReward: A Dynamic Reinforcement Learning Framework for Cloze Tests Distractor Generation
Tianyou Huang, Xinglu Chen, Jingshen Zhang +2
This paper introduces DualReward, a novel reinforcement learning framework for automatic distractor generation in cloze tests. Unlike conventional approaches that rely primarily on…
cs.CL2025
COLA-GEC: A Bidirectional Framework for Enhancing Grammatical Acceptability and Error Correction
Xiangyu Yang, Xinying Qiu
Grammatical Error Correction (GEC) and grammatical acceptability judgment (COLA) are core tasks in natural language processing, sharing foundational grammatical knowledge yet typic…
cs.CL2025
Cross-Domain Transfer and Few-Shot Learning for Personal Identifiable Information Recognition
Junhong Ye, Xu Yuan, Xinying Qiu
Accurate recognition of personally identifiable information (PII) is central to automated text anonymization. This paper investigates the effectiveness of cross-domain model transf…