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The quality and accessibility of multilingual datasets are crucial for advancing machine translation. However, previous corpora built from United Nations documents have suffered from issues such as opaque process, difficulty of…

Computation and Language · Computer Science 2025-09-22 Qiuyang Lu , Fangjian Shen , Zhengkai Tang , Qiang Liu , Hexuan Cheng , Hui Liu , Wushao Wen

Humanitarian organizations face a critical choice: invest in costly commercial APIs or rely on free open-weight models for multilingual human rights monitoring. While commercial systems offer reliability, open-weight alternatives lack…

Computation and Language · Computer Science 2025-10-28 Poli Nemkova , Amrit Adhikari , Matthew Pearson , Vamsi Krishna Sadu , Mark V. Albert

As NLP tools become ubiquitous in today's technological landscape, they are increasingly applied to languages with a variety of typological structures. However, NLP research does not focus primarily on typological differences in its…

Computation and Language · Computer Science 2020-05-04 Sophie Groenwold , Samhita Honnavalli , Lily Ou , Aesha Parekh , Sharon Levy , Diba Mirza , William Yang Wang

This article presents the results of the evaluation campaign of language tools available for fifteen EU-official under-resourced languages. The evaluation was conducted within the MSC ITN CLEOPATRA action that aims at building the…

Computation and Language · Computer Science 2020-10-26 Diego Alves , Gaurish Thakkar , Marko Tadić

The patterns in which the syntax of different languages converges and diverges are often used to inform work on cross-lingual transfer. Nevertheless, little empirical work has been done on quantifying the prevalence of different syntactic…

Computation and Language · Computer Science 2020-07-14 Dmitry Nikolaev , Ofir Arviv , Taelin Karidi , Neta Kenneth , Veronika Mitnik , Lilja Maria Saeboe , Omri Abend

Recent advances in natural language processing (NLP) have produced general models that can perform complex tasks such as summarizing long passages and translating across languages. Here, we introduce a method to extract adjective…

Computation and Language · Computer Science 2022-03-07 Andrew Cutler , David M. Condon

Large Language Models (LLMs) have shown remarkable performance across various tasks, yet significant disparities remain for non-English languages, and especially native African languages. This paper addresses these disparities by creating…

Computation and Language · Computer Science 2024-12-18 Tuka Alhanai , Adam Kasumovic , Mohammad Ghassemi , Aven Zitzelberger , Jessica Lundin , Guillaume Chabot-Couture

Language technologies should be judged on their usefulness in real-world use cases. An often overlooked aspect in natural language processing (NLP) research and evaluation is language variation in the form of non-standard dialects or…

Computation and Language · Computer Science 2024-07-09 Fahim Faisal , Orevaoghene Ahia , Aarohi Srivastava , Kabir Ahuja , David Chiang , Yulia Tsvetkov , Antonios Anastasopoulos

This paper discusses and contains offensive content. Language models (LMs) are used in decision-making systems and as interactive assistants. However, how well do these models making judgements align with the diversity of human values,…

Computation and Language · Computer Science 2025-04-17 Michael Galarnyk , Agam Shah , Dipanwita Guhathakurta , Poojitha Nandigam , Sudheer Chava

The diversity of human language, shaped by social, cultural, and regional influences, presents significant challenges for natural language processing (NLP) systems. Existing benchmarks often overlook intra-language variations, leaving…

Computation and Language · Computer Science 2025-04-11 Abhay Gupta , Jacob Cheung , Philip Meng , Shayan Sayyed , Austen Liao , Kevin Zhu , Sean O'Brien

Exploring and quantifying semantic relatedness is central to representing language and holds significant implications across various NLP tasks. While earlier NLP research primarily focused on semantic similarity, often within the English…

General Data Protection Regulation (GDPR) becomes a standard law for data protection in many countries. Currently, twelve countries adopt the regulation and establish their GDPR-like regulation. However, to evaluate the differences and…

Computation and Language · Computer Science 2021-05-24 Kornraphop Kawintiranon , Yaguang Liu

Beyond individual languages, multilingual natural language processing (NLP) research increasingly aims to develop models that perform well across languages generally. However, evaluating these systems on all the world's languages is…

Computation and Language · Computer Science 2025-09-09 Esther Ploeger , Wessel Poelman , Andreas Holck Høeg-Petersen , Anders Schlichtkrull , Miryam de Lhoneux , Johannes Bjerva

Usability evaluations are essential for ensuring that modern interfaces meet user needs, yet traditional heuristic evaluations by human experts can be time-consuming and subjective, especially early in development. This paper investigates…

Software Engineering · Computer Science 2025-12-05 Nolan Platt , Ethan Luchs , Sehrish Nizamani

Cross-lingual transfer is essential for building NLP systems for low-resource African languages, but practitioners lack reliable methods for selecting source languages. We systematically evaluate five embedding similarity metrics across 816…

Computation and Language · Computer Science 2026-01-07 Tewodros Kederalah Idris , Prasenjit Mitra , Roald Eiselen

We present Unicoder, a universal language encoder that is insensitive to different languages. Given an arbitrary NLP task, a model can be trained with Unicoder using training data in one language and directly applied to inputs of the same…

Computation and Language · Computer Science 2019-09-05 Haoyang Huang , Yaobo Liang , Nan Duan , Ming Gong , Linjun Shou , Daxin Jiang , Ming Zhou

Language Identification (LID) is the task of determining the language of a given text and is a fundamental preprocessing step that affects the reliability of downstream NLP applications. While recent work has expanded LID coverage for…

Computation and Language · Computer Science 2026-01-30 Sang Yun Kwon , AbdelRahim Elmadany , Muhammad Abdul-Mageed

Writing systems of Indic languages have orthographic syllables, also known as complex graphemes, as unique horizontal units. A prominent feature of these languages is these complex grapheme units that comprise consonants/consonant…

We present iNLTK, an open-source NLP library consisting of pre-trained language models and out-of-the-box support for Data Augmentation, Textual Similarity, Sentence Embeddings, Word Embeddings, Tokenization and Text Generation in 13 Indic…

Computation and Language · Computer Science 2021-02-15 Gaurav Arora

Large Language Models (LLMs) have emerged as potent tools for advancing the United Nations' Sustainable Development Goals (SDGs). However, the attitudinal disparities between LLMs and humans towards these goals can pose significant…

Computers and Society · Computer Science 2025-01-17 Qingyang Wu , Ying Xu , Tingsong Xiao , Yunze Xiao , Yitong Li , Tianyang Wang , Yichi Zhang , Shanghai Zhong , Yuwei Zhang , Wei Lu , Yifan Yang