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Renhao Pei

4 accepted papers

2025

Taxi1500: A Dataset for Multilingual Text Classification in 1500 Languages

NAACL 2025short

While broad-coverage multilingual natural language processing tools have been developed, a significant portion of the world’s over 7000 languages are still neglected. One reason is the lack of evaluation datasets that cover a diverse range of languages, particularly those that are low-resource or en…

2025

Understanding In-Context Machine Translation for Low-Resource Languages: A Case Study on Manchu

ACL 2025long

In-context machine translation (MT) with large language models (LLMs) is a promising approach for low-resource MT, as it can readily take advantage of linguistic resources such as grammar books and dictionaries.Such resources are usually selectively integrated into the prompt so that LLMs can direct…

2023

A Crosslingual Investigation of Conceptualization in 1335 Languages

ACL 2023long

Languages differ in how they divide up the world into concepts and words; e.g., in contrast to English, Swahili has a single concept for ‘belly’ and ‘womb’. We investigate these differences in conceptualization across 1,335 languages by aligning concepts in a parallel corpus. To this end, we propose…

2023

Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs

EMNLP 2023long findings

In comparative linguistics, colexification refers to the phenomenon of a lexical form conveying two or more distinct meanings. Existing work on colexification patterns relies on annotated word lists, limiting scalability and usefulness in NLP. In contrast, we identify colexification patterns of more…

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