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Text simplification is essential for making public health information accessible to diverse populations, including those with limited health literacy. However, commonly used evaluation metrics in Natural Language Processing (NLP), such as…

Computation and Language · Computer Science 2025-10-14 Bahar İlgen , Georges Hattab

With more than 7000 languages worldwide, multilingual natural language processing (NLP) is essential both from an academic and commercial perspective. Researching typological properties of languages is fundamental for progress in…

Computation and Language · Computer Science 2021-07-16 Ayyoob Imani , Masoud Jalili Sabet , Philipp Dufter , Michael Cysouw , Hinrich Schütze

Language is far more than a communication tool. A wealth of information - including but not limited to the identities, psychological states, and social contexts of its users - can be gleaned through linguistic markers, and such insights are…

Being able to rank the similarity of short text segments is an interesting bonus feature of neural machine translation. Translation-based similarity measures include direct and pivot translation probability, as well as translation…

Computation and Language · Computer Science 2022-10-20 Jannis Vamvas , Rico Sennrich

Natural language processing (NLP) has witnessed a profound impact of large language models (LLMs) that excel in a multitude of tasks. However, the limitation of LLMs in multilingual settings, particularly in underrepresented languages,…

Computation and Language · Computer Science 2024-09-24 Samuel Cahyawijaya

Finding similarities between two inter-language news articles is a challenging problem of Natural Language Processing (NLP). It is difficult to find similar news articles in a different language other than the native language of user, there…

Computation and Language · Computer Science 2024-09-02 Sameea Naeem , Arif ur Rahman , Syed Mujtaba Haider , Abdul Basit Mughal

Developing Information Retrieval (IR) tools and techniques in African languages suffers from the dual problems of a lack of algorithms and very small test data collections. This affects the creation of practical IR systems and limits the…

Information Retrieval · Computer Science 2018-06-14 Hussein Suleman

The improvement in Information Technology has encouraged the use of Igbo in the creation of text such as resources and news articles online. Text similarity is of great importance in any text-based applications. This paper presents a…

Computation and Language · Computer Science 2020-08-05 Nkechi Ifeanyi-Reuben , Chidiebere Ugwu , Nwachukwu E. O

Transliteration has emerged as a promising means to bridge the gap between various languages in multilingual NLP, showing promising results especially for languages using non-Latin scripts. We investigate the degree to which shared script,…

Computation and Language · Computer Science 2026-03-25 Haeji Jung , Jinju Kim , Kyungjin Kim , Youjeong Roh , David R. Mortensen

For sensible progress in natural language processing, it is important that we are aware of the limitations of the evaluation metrics we use. In this work, we evaluate how robust metrics are to non-standardized dialects, i.e. spelling…

Computation and Language · Computer Science 2023-11-29 Noëmi Aepli , Chantal Amrhein , Florian Schottmann , Rico Sennrich

In 2012, the United Nations introduced 17 Sustainable Development Goals (SDGs) aimed at creating a more sustainable and improved future by 2030. However, tracking progress toward these goals is difficult because of the extensive scale and…

This paper experiments with frequency-based corpus similarity measures across 39 languages using a register prediction task. The goal is to quantify (i) the distance between different corpora from the same language and (ii) the homogeneity…

Computation and Language · Computer Science 2022-06-10 Haipeng Li , Jonathan Dunn

Computational morphology has the potential to support language documentation through tasks like morphological segmentation and the generation of Interlinear Glossed Text (IGT). However, our research outputs have seen limited use in…

Computation and Language · Computer Science 2025-09-25 Enora Rice , Katharina von der Wense , Alexis Palmer

The rapid development and dynamic nature of large language models (LLMs) make it difficult for conventional quantitative benchmarks to accurately assess their capabilities. We propose report cards, which are human-interpretable, natural…

Machine Learning · Computer Science 2024-09-04 Blair Yang , Fuyang Cui , Keiran Paster , Jimmy Ba , Pashootan Vaezipoor , Silviu Pitis , Michael R. Zhang

Cross-lingual document alignment aims to identify pairs of documents in two distinct languages that are of comparable content or translations of each other. In this paper, we exploit the signals embedded in URLs to label web documents at…

Computation and Language · Computer Science 2020-10-13 Ahmed El-Kishky , Vishrav Chaudhary , Francisco Guzman , Philipp Koehn

This work introduces a companion reproducible paper with the aim of allowing the exact replication of the methods, experiments, and results discussed in a previous work [5]. In that parent paper, we proposed many and varied techniques for…

Data Structures and Algorithms · Computer Science 2019-12-30 Antonio Fariña , Miguel A. Martínez-Prieto , Francisco Claude , Gonzalo Navarro , Juan J. Lastra-Díaz , Nicola Prezza , Diego Seco

The performance of multilingual pretrained models is highly dependent on the availability of monolingual or parallel text present in a target language. Thus, the majority of the world's languages cannot benefit from recent progress in NLP…

Computation and Language · Computer Science 2022-04-07 Xinyi Wang , Sebastian Ruder , Graham Neubig

An interesting line of research in natural language processing (NLP) aims to incorporate linguistic typology to bridge linguistic diversity and assist the research of low-resource languages. While most works construct linguistic similarity…

Computation and Language · Computer Science 2023-05-24 Haotian Ye , Yihong Liu , Hinrich Schütze

Hausa language belongs to the Afroasiatic phylum, and with more first-language speakers than any other sub-Saharan African language. With a majority of its speakers residing in the Northern and Southern areas of Nigeria and the Republic of…

Computation and Language · Computer Science 2021-02-18 Isa Inuwa-Dutse