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20242026
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cs.CL2026

Term-Centric Hierarchy Induction from Heterogeneous Corpora

Elena Senger, Yuri Campbell, Jan-Peter Bergmann +2

Organizing knowledge from diverse text sources into interpretable hierarchies is crucial for tasks such as policy analysis, innovation monitoring, and exploratory domain mapping. E…

cs.CL2026

CommonLID: Re-evaluating State-of-the-Art Language Identification Performance on Web Data

Pedro Ortiz Suarez, Laurie Burchell, Catherine Arnett +94

Language identification (LID) is a fundamental step in curating multilingual corpora. However, LID models still perform poorly for many languages, especially on the noisy and heter…

cs.CL2026

MultiLexNorm++: A Unified Benchmark and a Generative Model for Lexical Normalization for Asian Languages

Weerayut Buaphet, Thanh-Nhi Nguyen, Risa Kondo +8

Social media data has been of interest to Natural Language Processing (NLP) practitioners for over a decade, because of its richness in information, but also challenges for automat…

cs.CL2025

Do Syntactic Categories Help in Developmentally Motivated Curriculum Learning for Language Models?

Arzu Burcu Güven, Anna Rogers, Rob van der Goot

We examine the syntactic properties of BabyLM corpus, and age-groups within CHILDES. While we find that CHILDES does not exhibit strong syntactic differentiation by age, we show th…

cs.CL2025

NLPnorth @ TalentCLEF 2025: Comparing Discriminative, Contrastive, and Prompt-Based Methods for Job Title and Skill Matching

Mike Zhang, Rob van der Goot

Matching job titles is a highly relevant task in the computational job market domain, as it improves e.g., automatic candidate matching, career path prediction, and job market anal…

cs.CL2025

DaKultur: Evaluating the Cultural Awareness of Language Models for Danish with Native Speakers

Max Müller-Eberstein, Mike Zhang, Elisa Bassignana +2

Large Language Models (LLMs) have seen widespread societal adoption. However, while they are able to interact with users in languages beyond English, they have been shown to lack c…