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Empathy is central to human connection, yet people often struggle to express it effectively. In blinded evaluations, large language models (LLMs) generate responses that are often judged more empathic than human-written ones. Yet when a…

Computation and Language · Computer Science 2026-03-17 Aakriti Kumar , Nalin Poungpeth , Diyi Yang , Bruce Lambert , Matthew Groh

In this study, we propose a solution based on a multi-agent LLM architecture and a voice user interface (VUI) designed to update the knowledge base of a digital assistant. Its usability is evaluated in comparison to a more traditional…

Human-Computer Interaction · Computer Science 2025-05-29 Grzegorz Wolny , Michał Szczerbak

This study evaluates Large Language Models' (LLMs) ability to simulate non-native-like English use observed in human second language (L2) learners interfered with by their native first language (L1). In dialogue-based interviews, we prompt…

Computation and Language · Computer Science 2025-02-21 Rena Gao , Xuetong Wu , Tatsuki Kuribayashi , Mingrui Ye , Siya Qi , Carsten Roever , Yuanxing Liu , Zheng Yuan , Jey Han Lau

Recent advancements in text-to-image generative models have improved narrative consistency in story visualization. However, current story visualization models often overlook cultural dimensions, resulting in visuals that lack authenticity…

Multimedia · Computer Science 2025-12-01 Janak Kapuriya , Ali Hatami , Paul Buitelaar

Despite recent advancements in vision-language models, their performance remains suboptimal on images from non-western cultures due to underrepresentation in training datasets. Various benchmarks have been proposed to test models' cultural…

Computation and Language · Computer Science 2024-07-02 Mehar Bhatia , Sahithya Ravi , Aditya Chinchure , Eunjeong Hwang , Vered Shwartz

Conversational AI systems combine AI-based solutions with the flexibility of conversational interfaces. However, most existing testing solutions do not straightforwardly adapt to the characteristics of conversational interaction or to the…

Software Engineering · Computer Science 2026-02-04 Elena Masserini

As dialogue systems and chatbots increasingly integrate into everyday interactions, the need for efficient and accurate evaluation methods becomes paramount. This study explores the comparative performance of human and AI assessments across…

Computation and Language · Computer Science 2024-09-11 Ike Ebubechukwu , Johane Takeuchi , Antonello Ceravola , Frank Joublin

Neural Machine Translation systems built on top of Transformer-based architectures are routinely improving the state-of-the-art in translation quality according to word-overlap metrics. However, a growing number of studies also highlight…

Computation and Language · Computer Science 2022-10-18 Shanya Sharma , Manan Dey , Koustuv Sinha

Building a reliable and automated evaluation metric is a necessary but challenging problem for open-domain dialogue systems. Recent studies proposed evaluation metrics that assess generated responses by considering their relevance to…

Computation and Language · Computer Science 2024-07-19 ChaeHun Park , Minseok Choi , Dohyun Lee , Jaegul Choo

Large Language Models (LLMs) play a critical role in how humans access information. While their core use relies on comprehending written requests, our understanding of this ability is currently limited, because most benchmarks evaluate LLMs…

Large language models (LLMs) have increased interest in vision language models (VLMs), which process image-text pairs as input. Studies investigating the visual understanding ability of VLMs have been proposed, but such studies are still…

Computation and Language · Computer Science 2024-06-25 Jesse Atuhurra , Iqra Ali , Tatsuya Hiraoka , Hidetaka Kamigaito , Tomoya Iwakura , Taro Watanabe

Probing techniques for large language models (LLMs) have primarily focused on English, overlooking the vast majority of the world's languages. In this paper, we extend these probing methods to a multilingual context, investigating the…

Computation and Language · Computer Science 2025-02-03 Daoyang Li , Haiyan Zhao , Qingcheng Zeng , Mengnan Du

Large vision-language models frequently struggle to accurately predict responses provided by multiple human annotators, particularly when those responses exhibit human uncertainty. In this study, we focus on the Visual Question Answering…

Computer Vision and Pattern Recognition · Computer Science 2024-10-07 Jian Lan , Diego Frassinelli , Barbara Plank

Understanding the needs of a variety of distinct user groups is vital in designing effective, desirable dialogue systems that will be adopted by the largest possible segment of the population. Despite the increasing popularity of dialogue…

Human-Computer Interaction · Computer Science 2019-02-13 Libby Ferland , Thomas Huffstutler , Jacob Rice , Joan Zheng , Shi Ni , Maria Gini

Large Vision-Language Models (LVLMs) have shown strong potential as multilingual Graphical User Interface (GUI) agents, as evidenced by existing GUI benchmarks. However, these benchmarks exhibit two primary limitations: (1) although…

Artificial Intelligence · Computer Science 2026-04-29 Ruihan Chen , Qiming Li , Xiaocheng Feng , Weihong Zhong , Xiaoliang Yang , Yuxuan Gu , Zekun Zhou , Yunfei Lu , Haoyu Ren , Kun Chen , Dandan Tu , Bing Qin

Ethics regarding social bias has recently thrown striking issues in natural language processing. Especially for gender-related topics, the need for a system that reduces the model bias has grown in areas such as image captioning, content…

Computation and Language · Computer Science 2019-05-29 Won Ik Cho , Ji Won Kim , Seok Min Kim , Nam Soo Kim

Explainable Artificial Intelligence (XAI) aims to make machine learning models transparent and trustworthy, yet most current approaches communicate explanations visually or through text. This paper introduces an information theoretic…

Human-Computer Interaction · Computer Science 2026-02-10 Mona Rajhans , Vishal Khawarey

Visual question answering (VQA) is one of the crucial vision-and-language tasks. Yet, existing VQA research has mostly focused on the English language, due to a lack of suitable evaluation resources. Previous work on cross-lingual VQA has…

Computation and Language · Computer Science 2023-06-12 Chen Liu , Jonas Pfeiffer , Anna Korhonen , Ivan Vulić , Iryna Gurevych

Large language models (LLMs) closely interact with humans, and thus need an intimate understanding of the cultural values of human society. In this paper, we explore how open-source LLMs make judgments on diverse categories of cultural…

Computation and Language · Computer Science 2024-12-13 Minsang Kim , Seungjun Baek

We report on an investigation into how different types of failures in a voice user interface (VUI) affects user frustration. To this end, we conducted a pilot user study ($n=10$) and a main user study ($n=30$), both with a simple…

Human-Computer Interaction · Computer Science 2020-02-11 Shiyoh Goetsu , Tetsuya Sakai
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