Parker Riley

Unsupervised Bilingual Lexicon Induction Across Writing Systems

2020 · arXiv (Cornell University)

Recent embedding-based methods in unsupervised bilingual lexicon induction have shown good results, but generally have not leveraged orthographic (spelling) information, which can be helpful for pairs of related languages. This work augments a state-of-the-art method …

Beyond Human-Only: Evaluating Human-Machine Collaboration for Collecting High-Quality Translation Data

2024 · arXiv (Cornell University)

Collecting high-quality translations is crucial for the development and evaluation of machine translation systems. However, traditional human-only approaches are costly and slow. This study presents a comprehensive investigation of 11 approaches for acquiring translation data, …