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20232026
most citedLID Models are Actually Accent Classifiers: Implications and Solutions for LID on Accented Speech

2 citations · 3 across the 12 of their papers we have counts for

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6 papers · 1 filter

cs.CL2026

There is No Theoretical Curse of Multilinguality For Embedding Space Structure

Niyati Bafna, Neha Verma, Vilém Zouhar +2

A central goal of multilingual NLP is to achieve high monolingual performance per language and cross-lingual alignment for large-scale language coverage with a multilingual model.…

cs.CL2026

Last Translation Benchmark

Vilém Zouhar, Niyati Bafna, Mukund Choudhary +263

For scientific progress, we need benchmarks that test the limits of state-of-the-art models, and evaluation methods that inform us about failure cases. As models get stronger, stan…

cs.CL2026

Cultivar: A Contrastive and Locale-Oriented Translation Benchmark for Investigating Contamination and Localisation Robustness

Pinzhen Chen, Koel Dutta Chowdhury, Xiaoya Xu +20

Multilingual translation benchmarks are typically sourced in English and translated into other languages, treating language pairs as the unit of evaluation---a design that is prone…

cs.CL2026

Multilingual Reasoning Cascades Need More Context

Arnav Mazumder, Dengjia Zhang, Shuyue Stella Li +2

Translation cascades for reasoning translate the query from another language to English, reason in English, and translate the answer back to the original language. This is a compet…

cs.CL2026

Rashid: A Cipher-Based Framework for Exploring In-Context Language Learning

Niyati Bafna, Ryan Soh-Eun Shim, Barbara Plank +2

Where there is growing interest in in-context language learning (ICLL) for unseen languages with large language models, such languages usually suffer from the lack of NLP tools, da…

cs.CL2026

Omnilingual MT: Machine Translation for 1,600 Languages

Omnilingual MT Team, Belen Alastruey, Niyati Bafna +29

High-quality machine translation (MT) can scale to hundreds of languages, setting a high bar for multilingual systems. However, compared to the world's 7,000 languages, current sys…