Papers by Jesus Perez-Martin
Cost-Effective E-Commerce Catalog Translation at Scale Ensuring Named Entity Protection (2025.emnlp-industry)
Copied to clipboard
Asier Gutiérrez-Fandiño, Jorge Yero Salazar, Clement Ruin, Alejandro Quintero-Roba, Shangeetha Ravichandran, Jesus Perez-Martin, Pankaj Adsul, Suruchi Garg, Leonardo Lezcano
| Challenge: | a new translation platform for global e-commerce is delivering high quality, contextually accurate multilingual content. |
| Approach: | They propose a translation platform for global e-commerce that combines daily batch and real-time API pipelines with optimized T5-based models and a Reference Generator to enforce >99% non-translatable entity preservation. |
| Outcome: | The proposed translation platform achieves 10–100 cost savings over general-purpose LLMs for EnglishSpanish and EnglishFrench translation. |