Let's meet at #EMNLP and talk about multilingual knowledge benchmarks! ⚠️MLAMA is full of disfluent sentences ❓Reason: templated translation 💡Simple full-sentence translation improves factual retrieval up to 25% 🙌Remember to check your benchmarks with speakers! Link: arxiv.org/pdf/2510.15115

🎉 Terminology Shared Task @WMT25: Paper Out 🎉 Highlights: - sentence translation seems solvable, document translation is still challenging - better systems benefit more from proper terminologies - term-based metrics correlate poorly with general translation quality www2.statmt.org/wmt25/pdf/20...

Our paper at TokShop InCa and InDia: more stable and interpretable tokenizer preprocessing that handles casing and diacritization! Check out our: 💻package: github.com/Kiryukhaseme... 🎥video: www.youtube.com/watch?v=XgDP... 📝paper: openreview.net/pdf?id=9GwVW...

📣Take part in 3rd Terminology shared task @WMT!📣 This year: 👉5 language pairs: EN->{ES, RU, DE, ZH}, 👉2 tracks - sentence-level and doc-level translation, 👉authentic data from 2 domains: finance and IT! www2.statmt.org/wmt25/termin... Don't miss an opportunity - we only do it once in two years😏