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Related papers: A Survey on Using Gaze Behaviour for Natural Langu…

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The gaze behaviour of a reader is helpful in solving several NLP tasks such as automatic essay grading. However, collecting gaze behaviour from readers is costly in terms of time and money. In this paper, we propose a way to improve…

Computation and Language · Computer Science 2021-02-02 Sandeep Mathias , Rudra Murthy , Diptesh Kanojia , Abhijit Mishra , Pushpak Bhattacharyya

When we read, our brain processes language and generates cognitive processing data such as gaze patterns and brain activity. These signals can be recorded while reading. Cognitive language processing data such as eye-tracking features have…

Computation and Language · Computer Science 2019-04-05 Nora Hollenstein , Maria Barrett , Marius Troendle , Francesco Bigiolli , Nicolas Langer , Ce Zhang

The way our eyes move while reading can tell us about the cognitive effort required to process the text. In the present study, we use this fact to generate texts with controllable reading ease. Our method employs a model that predicts human…

Computation and Language · Computer Science 2026-01-27 Andreas Säuberli , Darja Jepifanova , Diego Frassinelli , Barbara Plank

A fundamental question in language learning concerns the role of a speaker's first language in second language acquisition. We present a novel methodology for studying this question: analysis of eye-movement patterns in second language…

Computation and Language · Computer Science 2017-05-04 Yevgeni Berzak , Chie Nakamura , Suzanne Flynn , Boris Katz

Automatic detection of cognates helps downstream NLP tasks of Machine Translation, Cross-lingual Information Retrieval, Computational Phylogenetics and Cross-lingual Named Entity Recognition. Previous approaches for the task of cognate…

Computation and Language · Computer Science 2021-12-16 Diptesh Kanojia , Prashant Sharma , Sayali Ghodekar , Pushpak Bhattacharyya , Gholamreza Haffari , Malhar Kulkarni

Gaze reflects how humans process visual scenes and is therefore increasingly used in computer vision systems. Previous works demonstrated the potential of gaze for object-centric tasks, such as object localization and recognition, but it…

Computer Vision and Pattern Recognition · Computer Science 2016-08-19 Yusuke Sugano , Andreas Bulling

Language learners should regularly engage in reading challenging materials as part of their study routine. Nevertheless, constantly referring to dictionaries is time-consuming and distracting. This paper presents a novel gaze-driven…

Computation and Language · Computer Science 2023-10-03 Taichi Higasa , Keitaro Tanaka , Qi Feng , Shigeo Morishima

We present a novel approach for determining learners' second language proficiency which utilizes behavioral traces of eye movements during reading. Our approach provides stand-alone eyetracking based English proficiency scores which reflect…

Computation and Language · Computer Science 2018-04-25 Yevgeni Berzak , Boris Katz , Roger Levy

Human gaze data offer cognitive information that reflects natural language comprehension. Indeed, augmenting language models with human scanpaths has proven beneficial for a range of NLP tasks, including language understanding. However, the…

Computation and Language · Computer Science 2023-10-24 Shuwen Deng , Paul Prasse , David R. Reich , Tobias Scheffer , Lena A. Jäger

Comprehensively interpreting human behavior is a core challenge in human-aware artificial intelligence. However, prior works typically focused on body behavior, neglecting the crucial role of eye gaze and its synergy with body motion. We…

Human-Computer Interaction · Computer Science 2025-11-21 Qing Chang , Zhiming Hu

Gaze following estimates gaze targets of in-scene person by understanding human behavior and scene information. Existing methods usually analyze scene images for gaze following. However, compared with visual images, audio also provides…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Yuqi Hou , Zhongqun Zhang , Nora Horanyi , Jaewon Moon , Yihua Cheng , Hyung Jin Chang

In this work, we analyze how human gaze during reading comprehension is conditioned on the given reading comprehension question, and whether this signal can be beneficial for machine reading comprehension. To this end, we collect a new…

Computation and Language · Computer Science 2020-10-16 Jonathan Malmaud , Roger Levy , Yevgeni Berzak

Analysing and modelling interactive behaviour is an important topic in human-computer interaction (HCI) and a key requirement for the development of intelligent interactive systems. Interactive behaviour has a sequential (actions happen one…

Human-Computer Interaction · Computer Science 2023-05-15 Guanhua Zhang , Matteo Bortoletto , Zhiming Hu , Lei Shi , Mihai Bâce , Andreas Bulling

Human gaze provides valuable information on human focus and intentions, making it a crucial area of research. Recently, deep learning has revolutionized appearance-based gaze estimation. However, due to the unique features of gaze…

Computer Vision and Pattern Recognition · Computer Science 2024-04-25 Yihua Cheng , Haofei Wang , Yiwei Bao , Feng Lu

Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, sentiment analysis, and…

Computation and Language · Computer Science 2025-12-22 G. M. Refatul Islam , Safwan Shaheer , Yaseen Nur , Mohammad Rafid Hamid

Previous research shows that eye-tracking data contains information about the lexical and syntactic properties of text, which can be used to improve natural language processing models. In this work, we leverage eye movement features from…

Computation and Language · Computer Science 2019-03-29 Nora Hollenstein , Ce Zhang

Eye gaze, encompassing fixations and saccades, provides critical insights into human intentions and future actions. This study introduces a gaze-regularized framework that enhances Vision Language Models (VLMs) for egocentric behavior…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Anupam Pani , Yanchao Yang

Technical progress in hardware and software enables us to record gaze data in everyday situations and over long time spans. Among a multitude of research opportunities, this technology enables visualization researchers to catch a glimpse…

Human-Computer Interaction · Computer Science 2023-12-05 Maurice Koch , Kuno Kurzhals , Michael Burch , Daniel Weiskopf

Eye movements play a vital role in perceiving the world. Eye gaze can give a direct indication of the users point of attention, which can be useful in improving human-computer interaction. Gaze estimation in a non-intrusive manner can make…

Computer Vision and Pattern Recognition · Computer Science 2019-07-11 Anjith George

Modality is one of the important components of grammar in linguistics. It lets speaker to express attitude towards, or give assessment or potentiality of state of affairs. It implies different senses and thus has different perceptions as…

Computation and Language · Computer Science 2015-04-21 Vishal Shukla
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