9 citations · 11 across the 12 of their papers we have counts for
4 papers · 1 filter
Seeing the Unseen: Visual Similarity for Pixel Language Model Adaptation
Ran Zhang, Miryam de Lhoneux, Wessel Poelman
Pixel-based language models (LMs) replace traditional tokenizers by processing rendered images of text, making cross-lingual transfer heavily dependent on the visual and structural…
QQ: A Language Metadata Toolkit for Multilingual NLP
Wessel Poelman, Yiyi Chen, Miryam de Lhoneux
Multilingual NLP research increasingly involves hundreds or thousands of languages across different datasets. Managing, discovering, and reporting language metadata becomes a commo…
Typologically Informed Parameter Aggregation
Stef Accou, Wessel Poelman
Massively multilingual language models enable cross-lingual generalization but underperform on low-resource and unseen languages. While adapter-based fine-tuning offers a parameter…
Form and Meaning in Intrinsic Multilingual Evaluations
Wessel Poelman, Miryam de Lhoneux
Intrinsic evaluation metrics for conditional language models, such as perplexity or bits-per-character, are widely used in both mono- and multilingual settings. These metrics are r…