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Studies on software tutoring systems for complex learning have shown that confusion has a beneficial relationship with the learning experience and student engagement (Arguel et al., 2017). Causing confusion can prevent boredom while signs…

Human-Computer Interaction · Computer Science 2025-07-08 Thomas Vase Schultz Volden , Paolo Burelli

Detecting ambiguity is important for language understanding, including uncertainty estimation, humour detection, and processing garden path sentences. We assess language models' sensitivity to ambiguity by introducing an adversarial…

Computation and Language · Computer Science 2025-06-03 Antonia Karamolegkou , Oliver Eberle , Phillip Rust , Carina Kauf , Anders Søgaard

This position paper argues that annotation disagreement in Natural Language Inference (NLI) is not mere noise but often reflects meaningful variation, especially when triggered by ambiguity in the premise or hypothesis. While underspecified…

Computation and Language · Computer Science 2025-09-03 Chathuri Jayaweera , Bonnie J. Dorr

Creative processes are widely believed to involve the generation of multiple, discrete, well-defined possibilities followed by exploration and selection. An alternative, inspired by parallel distributed processing models of associative…

Neurons and Cognition · Quantitative Biology 2019-07-11 Liane Gabora , Adam Saab

Uncertainty, vagueness, and ambiguity are closely related and often confused concepts in human-robot interaction (HRI). In earlier studies, these concepts have been defined in contradictory ways and described using inconsistent terminology.…

Human-Computer Interaction · Computer Science 2026-04-20 Xiaowen Sun , Cornelius Weber , Matthias Kerzel , Josua Spisak , Stefan Wermter

Our goal is to study how LLMs represent and interpret plural reference in ambiguous and unambiguous contexts. We ask the following research questions: (1) Do LLMs exhibit human-like preferences in representing plural reference? (2) Are LLMs…

Computation and Language · Computer Science 2025-10-07 Dang Anh , Rick Nouwen , Massimo Poesio

Ambiguities are inevitable in human-robot interaction, especially when a robot follows user instructions in a large, shared space. For example, if a user asks the robot to find an object in a home environment with underspecified…

Robotics · Computer Science 2025-04-03 Fethiye Irmak Dogan , Maithili Patel , Weiyu Liu , Iolanda Leite , Sonia Chernova

Explaining deep learning model inferences is a promising venue for scientific understanding, improving safety, uncovering hidden biases, evaluating fairness, and beyond, as argued by many scholars. One of the principal benefits of…

Machine Learning · Computer Science 2022-03-16 Asma Ghandeharioun , Been Kim , Chun-Liang Li , Brendan Jou , Brian Eoff , Rosalind W. Picard

Our subjective experience of color is typically described by abstract properties such as hue, saturation, and brightness that do not directly correspond to sensory signals arising from cones in the retina. Along the hue dimension, certain…

Neurons and Cognition · Quantitative Biology 2026-03-26 Alexander Belsten , E. Paxon Frady , Bruno A. Olshausen

Instruments such as eye-tracking devices have contributed to understanding how users interact with screen-based search engines. However, user-system interactions in audio-only channels -- as is the case for Spoken Conversational Search…

Human-Computer Interaction · Computer Science 2024-08-08 Kaixin Ji , Sachin Pathiyan Cherumanal , Johanne R. Trippas , Danula Hettiachchi , Flora D. Salim , Falk Scholer , Damiano Spina

Text-to-image diffusion models excel at generating high-quality, diverse images from natural language prompts. However, they often fail to produce semantically accurate results when the prompt contains concept combinations that contradict…

Graphics · Computer Science 2026-03-25 Saar Huberman , Or Patashnik , Omer Dahary , Ron Mokady , Daniel Cohen-Or

Social media filters combined with recommender systems can lead to the emergence of filter bubbles and polarized groups. In addition, segregation processes of human groups in certain social contexts have been shown to share some…

Communication is rarely perfect, but rather prone to error of transmission and reception. Often the origin of these errors cannot be properly quantified and is thus imprecisely known. We analyze the impact of an ambiguous noise which may…

Theoretical Economics · Economics 2023-11-22 Gerrit Bauch

We discuss preliminary results from two experiments and put forth the notion that the development of sensory systems might be more geared towards discerning differences rather than for spotting similarities. We present the possibility that…

Neurons and Cognition · Quantitative Biology 2021-03-11 Ravi Kashyap

Proofs of Concept (PoCs) are widely adopted practices in software engineering. Despite their relevance, PoCs remain conceptually underdefined and methodologically ad hoc in both research and industry, with definitions and implementation…

Software Engineering · Computer Science 2026-04-08 Bruno Fernando Antognolli , Fabio Petrillo

Human ratings have become a crucial resource for training and evaluating machine learning systems. However, traditional elicitation methods for absolute and comparative rating suffer from issues with consistency and often do not distinguish…

Human-Computer Interaction · Computer Science 2021-08-05 Quanze Chen , Daniel S. Weld , Amy X. Zhang

A central question for cognitive science is to understand how humans process visual objects, i.e, to uncover human low-dimensional concept representation space from high-dimensional visual stimuli. Generating visual stimuli with controlling…

Neurons and Cognition · Quantitative Biology 2024-10-15 Chen Wei , Jiachen Zou , Dietmar Heinke , Quanying Liu

Despite significant progress in the quality of language generated from abstractive summarization models, these models still exhibit the tendency to hallucinate, i.e., output content not supported by the source document. A number of works…

Computation and Language · Computer Science 2022-11-01 Liam van der Poel , Ryan Cotterell , Clara Meister

Most words are ambiguous--i.e., they convey distinct meanings in different contexts--and even the meanings of unambiguous words are context-dependent. Both phenomena present a challenge for NLP. Recently, the advent of contextualized word…

Computation and Language · Computer Science 2021-05-28 Sean Trott , Benjamin Bergen

One propounded theory for the presence of chaos in biological neural networks is that it could be involved in discriminating different olfactory stimuli. Inspired by the idea, in this paper, we define the visual ``chaotic perception'' and…

Chaotic Dynamics · Physics 2024-11-14 Amir M. Majd