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Gaze behaviour has been used as a way to gather cognitive information for a number of years. In this paper, we discuss the use of gaze behaviour in solving different tasks in natural language processing (NLP) without having to record it at…

Computation and Language · Computer Science 2022-01-04 Sandeep Mathias , Diptesh Kanojia , Abhijit Mishra , Pushpak Bhattacharyya

We study the problem of identifying individuals based on their characteristic gaze patterns during reading of arbitrary text. The motivation for this problem is an unobtrusive biometric setting in which a user is observed during access to a…

Machine Learning · Computer Science 2016-07-20 Ahmed Abdelwahab , Reinhold Kliegl , Niels Landwehr

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

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

Generating face image with specific gaze information has attracted considerable attention. Existing approaches typically input gaze values directly for face generation, which is unnatural and requires annotated gaze datasets for training,…

Computer Vision and Pattern Recognition · Computer Science 2024-10-01 Hengfei Wang , Zhongqun Zhang , Yihua Cheng , Hyung Jin Chang

The interplay between text and visualization is gaining importance for media where traditional text is enriched by visual elements to improve readability and emphasize facts. In two controlled eye-tracking experiments ($N=12$), we approach…

Human-Computer Interaction · Computer Science 2024-04-09 Franziska Huth , Maurice Koch , Miriam Awad , Daniel Weiskopf , Kuno Kurzhals

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

Can human reading comprehension be assessed from eye movements in reading? In this work, we address this longstanding question using large-scale eyetracking data over textual materials that are geared towards behavioral analyses of reading…

Computation and Language · Computer Science 2025-02-18 Omer Shubi , Yoav Meiri , Cfir Avraham Hadar , Yevgeni Berzak

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

Recent advances in large pre-trained language models have demonstrated strong results in generating natural languages and significantly improved performances for many natural language generation (NLG) applications such as machine…

Computation and Language · Computer Science 2022-09-27 Nanyun Peng

Controllable text generation concerns two fundamental tasks of wide applications, namely generating text of given attributes (i.e., attribute-conditional generation), and minimally editing existing text to possess desired attributes (i.e.,…

Computation and Language · Computer Science 2022-01-25 Zhiting Hu , Li Erran Li

In this paper we consider the problem of tracking the progression of reading through eye-gaze measurements. Such an algorithm is novel and will ultimately help to develop a method of analyzing eye-gaze data which had been collected during…

Human-Computer Interaction · Computer Science 2019-05-09 Stephen Bottos , Balakumar Balasingam

While being able to read with screen magnifiers, low vision people have slow and unpleasant reading experiences. Eye tracking has the potential to improve their experience by recognizing fine-grained gaze behaviors and providing more…

Human-Computer Interaction · Computer Science 2023-03-30 Ru Wang , Linxiu Zeng , Xinyong Zhang , Sanbrita Mondal , Yuhang Zhao

Readability refers to how easily a reader can understand a written text. Several factors affect the readability level, such as the complexity of the text, its subject matter, and the reader's background knowledge. Generating summaries based…

Computation and Language · Computer Science 2023-10-17 Leonardo F. R. Ribeiro , Mohit Bansal , Markus Dreyer

When reading, we often have specific information that interests us in a text. For example, you might be reading this paper because you are curious about LLMs for eye movements in reading, the experimental design, or perhaps you wonder…

Computation and Language · Computer Science 2026-03-03 Cfir Avraham Hadar , Omer Shubi , Yoav Meiri , Amit Heshes , Yevgeni Berzak

When speakers describe an image, they tend to look at objects before mentioning them. In this paper, we investigate such sequential cross-modal alignment by modelling the image description generation process computationally. We take as our…

Computation and Language · Computer Science 2020-11-10 Ece Takmaz , Sandro Pezzelle , Lisa Beinborn , Raquel Fernández

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

Predicting a reader's rating of text quality is a challenging task that involves estimating different subjective aspects of the text, like structure, clarity, etc. Such subjective aspects are better handled using cognitive information. One…

Computation and Language · Computer Science 2018-10-12 Sandeep Mathias , Diptesh Kanojia , Kevin Patel , Samarth Agarwal , Abhijit Mishra , Pushpak Bhattacharyya

From smoothly pursuing moving objects to rapidly shifting gazes during visual search, humans employ a wide variety of eye movement strategies in different contexts. While eye movements provide a rich window into mental processes, building…

Machine Learning · Computer Science 2022-12-21 Jason Li , Nicholas Watters , Yingting , Wang , Hansem Sohn , Mehrdad Jazayeri

Readers can have different goals with respect to the text that they are reading. Can these goals be decoded from their eye movements over the text? In this work, we examine for the first time whether it is possible to distinguish between…

Computation and Language · Computer Science 2025-02-28 Omer Shubi , Cfir Avraham Hadar , Yevgeni Berzak
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