2 papers
cs.CL2026
SiniticMTError: A Machine Translation Dataset with Error Annotations for Sinitic Languages
Hannah Liu, Junghyun Min, En-Shiun Annie Lee +12
Despite major advances in machine translation (MT) in recent years, progress remains limited for many low-resource languages that lack large-scale training data and linguistic reso…
cs.CL2025
Introducing MAPO: Momentum-Aided Gradient Descent Prompt Optimization
Anthony Cui, Pranav Nandyalam, Andrew Rufail +4
Momentum-Aided Prompt Optimization (MAPO) enhances the efficiency and efficacy of prompt optimization for Large Language Models (LLMs). Building on ProTeGi, MAPO uses positive natu…