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While large language models (LLMs) are generally considered proficient in generating language, how similar their language usage is to that of humans remains understudied. In this paper, we test whether models exhibit linguistic convergence,…

Computation and Language · Computer Science 2026-02-13 Terra Blevins , Susanne Schmalwieser , Benjamin Roth

Large Language Model (LLM) agents deployed for real-world tasks face a fundamental dilemma: user requests are underspecified, yet agents must decide whether to act on incomplete information or interrupt users for clarification. Existing…

Computation and Language · Computer Science 2026-01-13 Yijiang River Dong , Tiancheng Hu , Zheng Hui , Caiqi Zhang , Ivan Vulić , Andreea Bobu , Nigel Collier

In recent years, various methods have been proposed to evaluate gender bias in large language models (LLMs). A key challenge lies in the transferability of bias measurement methods initially developed for the English language when applied…

Computation and Language · Computer Science 2025-07-23 Kristin Gnadt , David Thulke , Simone Kopeinik , Ralf Schlüter

Objective: This review explores the trustworthiness of multimodal artificial intelligence (AI) systems, specifically focusing on vision-language tasks. It addresses critical challenges related to fairness, transparency, and ethical…

Cryptography and Security · Computer Science 2025-05-28 Mohammad Saleh , Azadeh Tabatabaei

The size of the vocabulary is a central design choice in large pretrained language models, with respect to both performance and memory requirements. Typically, subword tokenization algorithms such as byte pair encoding and WordPiece are…

Computation and Language · Computer Science 2021-09-14 Antonis Maronikolakis , Philipp Dufter , Hinrich Schütze

This paper presents an in-depth study of multimodal machine translation (MMT), examining the prevailing understanding that MMT systems exhibit decreased sensitivity to visual information when text inputs are complete. Instead, we attribute…

Computation and Language · Computer Science 2023-10-27 Yuxin Zuo , Bei Li , Chuanhao Lv , Tong Zheng , Tong Xiao , Jingbo Zhu

Large language models encode knowledge in various domains and demonstrate the ability to understand visualizations. They may also capture visualization design knowledge and potentially help reduce the cost of formative studies. However, it…

Human-Computer Interaction · Computer Science 2025-05-13 Zekai Shao , Yi Shan , Yixuan He , Yuxuan Yao , Junhong Wang , Xiaolong , Zhang , Yu Zhang , Siming Chen

The swift diffusion of artificial intelligence (AI) raises critical questions about how cultural contexts shape adoption patterns and their consequences for human daily life. This study investigates the cultural dimensions of AI adoption…

Computers and Society · Computer Science 2025-10-23 Michelle J. Cummings-Koether , Franziska Durner , Theophile Shyiramunda , Matthias Huemmer

Large Language Models (LLMs) are increasingly deployed in healthcare, yet their communicative alignment with clinical standards remains insufficiently quantified. We conduct a multidimensional evaluation of general-purpose and…

Computation and Language · Computer Science 2026-04-23 Mariano Barone , Francesco Di Serio , Roberto Moio , Marco Postiglione , Giuseppe Riccio , Antonio Romano , Vincenzo Moscato

In this study, we propose the use of virtual urban field studies (VUFS) through context-based interface prototypes for evaluating the interaction design of auditory interfaces. Virtual field tests use mixed-reality technologies to combine…

Human-Computer Interaction · Computer Science 2024-07-01 Robert Dongas , Kazjon Grace , Samuel Gillespie , Marius Hoggenmueller , Martin Tomitsch , Stewart Worrall

The performance of speaker verification systems degrades significantly under language mismatch, a critical challenge exacerbated by the field's reliance on English-centric data. To address this, we propose the TidyVoice Challenge for…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-30 Aref Farhadipour , Jan Marquenie , Srikanth Madikeri , Teodora Vukovic , Volker Dellwo , Kathy Reid , Francis M. Tyers , Ingo Siegert , Eleanor Chodroff

Conversational agents that mimic people have raised questions about the ethics of anthropomorphizing machines with human social identity cues. Critics have also questioned assumptions of identity neutrality in humanlike agents. Recent work…

Human-Computer Interaction · Computer Science 2025-06-04 Takao Fujii , Katie Seaborn , Madeleine Steeds , Jun Kato

In the last decade, crowdsourcing has become a popular method for conducting quantitative empirical studies in human-machine interaction. The remote work on a given task in crowdworking settings suits the character of typical…

Human-Computer Interaction · Computer Science 2024-11-19 Annalena Aicher , Stefan Hillmann , Isabel Feustel , Thilo Michael , Sebastian Möller , Wolfgang Minker

This innovative practice article reports on the piloting of vibe coding (using natural language to create software applications with AI) for English as a Foreign Language (EFL) education. We developed a human-AI meta-languaging framework…

Computers and Society · Computer Science 2025-09-12 David James Woo , Kai Guo , Yangyang Yu

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

Though generative dialogue modeling is widely seen as a language modeling task, the task demands an agent to have a complex natural language understanding of its input text to carry a meaningful interaction with an user. The automatic…

Computation and Language · Computer Science 2020-08-25 Prasanna Parthasarathi , Joelle Pineau , Sarath Chandar

As the importance of comprehensive evaluation in workshop courses increases, there is a growing demand for efficient and fair assessment methods that reduce the workload for faculty members. This paper presents an evaluation conducted with…

Computers and Society · Computer Science 2024-05-30 Toru Ishida , Tongxi Liu , Hailong Wang , William K. Cheung

Objective: This study examines how well leading Chinese and Western large language models understand and apply Chinese social work principles, focusing on their foundational knowledge within a non-Western professional setting. We test…

Computers and Society · Computer Science 2025-03-10 Zia Qi , Brian E. Perron , Miao Wang , Cao Fang , Sitao Chen , Bryan G. Victor

AI technologies are increasingly deployed in high-stakes domains such as education, healthcare, law, and agriculture to address complex challenges in non-Western contexts. This paper examines eight real-world deployments spanning seven…

Human-Computer Interaction · Computer Science 2026-03-11 Deepak Varuvel Dennison , Mohit Jain , Tanuja Ganu , Aditya Vashistha