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Automatically generating data visualizations in response to human utterances on datasets necessitates a deep semantic understanding of the data utterance, including implicit and explicit references to data attributes, visualization tasks,…

Artificial Intelligence · Computer Science 2024-07-10 Hannah K. Bako , Arshnoor Bhutani , Xinyi Liu , Kwesi A. Cobbina , Zhicheng Liu

Understanding how the brain represents the multifaceted properties of words in context is essential for explaining the neural architecture of human language. Here, we combine large-scale psycholinguistic modeling with naturalistic fMRI to…

Neurons and Cognition · Quantitative Biology 2026-01-21 Xuan Yang , Chuanji Gao , Cheng Xiao , Nicholas Riccardi , Rutvik H. Desai

We introduce Multi-SimLex, a large-scale lexical resource and evaluation benchmark covering datasets for 12 typologically diverse languages, including major languages (e.g., Mandarin Chinese, Spanish, Russian) as well as less-resourced ones…

As the performance of Large-scale Vision Language Models (LVLMs) improves, they are increasingly capable of responding in multiple languages, and there is an expectation that the demand for explanations generated by LVLMs will grow.…

Computation and Language · Computer Science 2025-02-17 Shintaro Ozaki , Kazuki Hayashi , Yusuke Sakai , Hidetaka Kamigaito , Katsuhiko Hayashi , Taro Watanabe

NLP research on aligning lexical representation spaces to one another has so far focused on aligning language spaces in their entirety. However, cognitive science has long focused on a local perspective, investigating whether translation…

Computation and Language · Computer Science 2024-10-11 Taelin Karidi , Eitan Grossman , Omri Abend

Minimalist Data Wrangling with Python is envisaged as a student's first introduction to data science, providing a high-level overview as well as discussing key concepts in detail. We explore methods for cleaning data gathered from different…

Machine Learning · Computer Science 2022-11-10 Marek Gagolewski

The diversity across outputs generated by LLMs shapes perception of their quality and utility. High lexical diversity is often desirable, but there is no standard method to measure this property. Templated answer structures and ``canned''…

Computation and Language · Computer Science 2026-02-19 Chantal Shaib , Venkata S. Govindarajan , Joe Barrow , Jiuding Sun , Alexa F. Siu , Byron C. Wallace , Ani Nenkova

Data augmentation is an important component in the robustness evaluation of models in natural language processing (NLP) and in enhancing the diversity of the data they are trained on. In this paper, we present NL-Augmenter, a new…

Computation and Language · Computer Science 2022-10-14 Kaustubh D. Dhole , Varun Gangal , Sebastian Gehrmann , Aadesh Gupta , Zhenhao Li , Saad Mahamood , Abinaya Mahendiran , Simon Mille , Ashish Shrivastava , Samson Tan , Tongshuang Wu , Jascha Sohl-Dickstein , Jinho D. Choi , Eduard Hovy , Ondrej Dusek , Sebastian Ruder , Sajant Anand , Nagender Aneja , Rabin Banjade , Lisa Barthe , Hanna Behnke , Ian Berlot-Attwell , Connor Boyle , Caroline Brun , Marco Antonio Sobrevilla Cabezudo , Samuel Cahyawijaya , Emile Chapuis , Wanxiang Che , Mukund Choudhary , Christian Clauss , Pierre Colombo , Filip Cornell , Gautier Dagan , Mayukh Das , Tanay Dixit , Thomas Dopierre , Paul-Alexis Dray , Suchitra Dubey , Tatiana Ekeinhor , Marco Di Giovanni , Tanya Goyal , Rishabh Gupta , Rishabh Gupta , Louanes Hamla , Sang Han , Fabrice Harel-Canada , Antoine Honore , Ishan Jindal , Przemyslaw K. Joniak , Denis Kleyko , Venelin Kovatchev , Kalpesh Krishna , Ashutosh Kumar , Stefan Langer , Seungjae Ryan Lee , Corey James Levinson , Hualou Liang , Kaizhao Liang , Zhexiong Liu , Andrey Lukyanenko , Vukosi Marivate , Gerard de Melo , Simon Meoni , Maxime Meyer , Afnan Mir , Nafise Sadat Moosavi , Niklas Muennighoff , Timothy Sum Hon Mun , Kenton Murray , Marcin Namysl , Maria Obedkova , Priti Oli , Nivranshu Pasricha , Jan Pfister , Richard Plant , Vinay Prabhu , Vasile Pais , Libo Qin , Shahab Raji , Pawan Kumar Rajpoot , Vikas Raunak , Roy Rinberg , Nicolas Roberts , Juan Diego Rodriguez , Claude Roux , Vasconcellos P. H. S. , Ananya B. Sai , Robin M. Schmidt , Thomas Scialom , Tshephisho Sefara , Saqib N. Shamsi , Xudong Shen , Haoyue Shi , Yiwen Shi , Anna Shvets , Nick Siegel , Damien Sileo , Jamie Simon , Chandan Singh , Roman Sitelew , Priyank Soni , Taylor Sorensen , William Soto , Aman Srivastava , KV Aditya Srivatsa , Tony Sun , Mukund Varma T , A Tabassum , Fiona Anting Tan , Ryan Teehan , Mo Tiwari , Marie Tolkiehn , Athena Wang , Zijian Wang , Gloria Wang , Zijie J. Wang , Fuxuan Wei , Bryan Wilie , Genta Indra Winata , Xinyi Wu , Witold Wydmański , Tianbao Xie , Usama Yaseen , Michael A. Yee , Jing Zhang , Yue Zhang

The goal of this paper is to provide a complete representation of regional linguistic variation on a global scale. To this end, the paper focuses on removing three constraints that have previously limited work within…

Computation and Language · Computer Science 2021-04-06 Jonathan Dunn

This paper focuses on the analysis of open-ended questions answered in different languages. Closed-ended questions, called contextual variables, are asked to all respondents in order to understand the relationships between the free and the…

Computation and Language · Computer Science 2022-10-14 Kostov Blechin , Alvarez-Esteban Ramón , Bécue-Bertaut Mónica , Husson François

With the advent of large vision-language models (LVLMs) demonstrating increasingly human-like abilities, a pivotal question emerges: do different LVLMs interpret multimodal sarcasm differently, and can a single model grasp sarcasm from…

Computation and Language · Computer Science 2025-11-04 Junjie Chen , Xuyang Liu , Subin Huang , Linfeng Zhang , Hang Yu

Large language models (LLMs) have demonstrated remarkable potential across a broad range of applications. However, producing reliable text that faithfully represents data remains a challenge. While prior work has shown that task-specific…

Human-Computer Interaction · Computer Science 2026-03-16 Amandine M. Caut , Amy Rouillard , Beimnet Zenebe , Matthias Green , Ágúst Pálmason Morthens , David J. T. Sumpter

A visualization notation is a recurring pattern of symbols used to author specifications of visualizations, from data transformation to visual mapping. Programmatic notations use symbols defined by grammars or domain-specific languages…

Human-Computer Interaction · Computer Science 2023-09-01 Nicolas Kruchten , Andrew M. McNutt , Michael J. McGuffin

We present LINSPECTOR WEB, an open source multilingual inspector to analyze word representations. Our system provides researchers working in low-resource settings with an easily accessible web based probing tool to gain quick insights into…

Computation and Language · Computer Science 2019-10-16 Max Eichler , Gözde Gül Şahin , Iryna Gurevych

Dialect differences caused by regional, social, and economic factors cause performance discrepancies for many groups of language technology users. Inclusive and equitable language technology must critically be dialect invariant, meaning…

Computation and Language · Computer Science 2023-05-31 Caleb Ziems , William Held , Jingfeng Yang , Jwala Dhamala , Rahul Gupta , Diyi Yang

In this paper, we propose a variational approach to unsupervised sentiment analysis. Instead of using ground truth provided by domain experts, we use target-opinion word pairs as a supervision signal. For example, in a document snippet "the…

Computation and Language · Computer Science 2020-08-24 Ziqian Zeng , Wenxuan Zhou , Xin Liu , Zizheng Lin , Yangqin Song , Michael David Kuo , Wan Hang Keith Chiu

The recent dramatic increase in online data availability has allowed researchers to explore human culture with unprecedented detail, such as the growth and diversification of language. In particular, it provides statistical tools to explore…

While human annotations play a crucial role in language technologies, annotator subjectivity has long been overlooked in data collection. Recent studies that have critically examined this issue are often situated in the Western context, and…

Computation and Language · Computer Science 2024-04-18 Aida Mostafazadeh Davani , Mark Díaz , Dylan Baker , Vinodkumar Prabhakaran

Effective data visualization requires not only technical proficiency but also a deep understanding of the domain-specific context in which data exists. This context often includes tacit knowledge about data provenance, quality, and intended…

Human-Computer Interaction · Computer Science 2025-11-03 Sungbok Shin , Hyeon Jeon , Sanghyun Hong , Niklas Elmqvist

A multitude of web and desktop applications are now widely available in diverse human languages. This paper explores the design issues that are specifically relevant for multilingual users. It reports on the continued studies of Information…

Human-Computer Interaction · Computer Science 2017-09-11 Mahdi H. Miraz , Peter Excell , and Maaruf Ali