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cs.CL2025
DTW-Align: Bridging the Modality Gap in End-to-End Speech Translation with Dynamic Time Warping Alignment
Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes +1
End-to-End Speech Translation (E2E-ST) is the task of translating source speech directly into target text bypassing the intermediate transcription step. The representation discrepa…
cs.CL2025
You Are What You Train: Effects of Data Composition on Training Context-aware Machine Translation Models
Paweł Mąka, Yusuf Can Semerci, Jan Scholtes +1
Achieving human-level translations requires leveraging context to ensure coherence and handle complex phenomena like pronoun disambiguation. Sparsity of contextually rich examples…
cs.CL2025
A Representation Level Analysis of NMT Model Robustness to Grammatical Errors
Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes +1
Understanding robustness is essential for building reliable NLP systems. Unfortunately, in the context of machine translation, previous work mainly focused on documenting robustnes…