Does Word-Level Quality Estimation Really Improve AI Translation Post-Editing? – slator.com

AI translation has become an integral part of translation workflows, with post-editing being a standard practice in the language industry.  In this context, quality estimation (QE) has been proposed and integrated into many computer-assisted translation (CAT) tools to direct post-editors’ attention to segments that need revision. While segment-level QE enables translators to focus on problematic […]

How Apple Wants to Fix Hallucinations in AI Translation – slator.com

In a January 28, 2025, paper Rajen Chatterjee and Sarthak Garg from Apple, along with Zilu Tang from Boston University, presented a framework for mitigating translation hallucinations in large language models (LLMs). According to the researchers, “this is among the first works to demonstrate how to mitigate translation hallucination in LLMs.” They explained that LLM-based […]