3 papers
cs.CL2025
Using Contextually Aligned Online Reviews to Measure LLMs' Performance Disparities Across Language Varieties
Zixin Tang, Chieh-Yang Huang, Tsung-Che Li +3
A language can have different varieties. These varieties can affect the performance of natural language processing (NLP) models, including large language models (LLMs), which are o…
cs.LG2025
Data Assetization via Resources-decoupled Federated Learning
Jianzhe Zhao, Feida Zhu, Lingyan He +4
With the development of the digital economy, data is increasingly recognized as an essential resource for both work and life. However, due to privacy concerns, data owners tend to…
cs.CL2024
Learning to Write Rationally: How Information Is Distributed in Non-Native Speakers' Essays
Zixin Tang, Janet G. van Hell
People tend to distribute information evenly in language production for better and clearer communication. In this study, we compared essays written by second language learners with…