A Survey on Using Gaze Behaviour for Natural Language Processing

no code implementations • 21 Dec 2021 • Sandeep Mathias, Diptesh Kanojia, Abhijit Mishra, Pushpak Bhattacharyya

Gaze behaviour has been used as a way to gather cognitive information for a number of years.

Complex Word Identification

Cognitively Aided Zero-Shot Automatic Essay Grading

no code implementations • ICON 2020 • Sandeep Mathias, Rudra Murthy, Diptesh Kanojia, Pushpak Bhattacharyya

Automatic essay grading (AEG) is a process in which machines assign a grade to an essay written in response to a topic, called the prompt.

Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays

1 code implementation • NAACL 2022 • Rahul Kumar, Sandeep Mathias, Sriparna Saha, Pushpak Bhattacharyya

To find out which traits work best for different types of essays, we conduct ablation tests for each of the essay traits.

Automated Essay Scoring Multi-Task Learning

Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze Behaviour

1 code implementation • Asian Chapter of the Association for Computational Linguistics 2020 • Sandeep Mathias, Rudra Murthy, Diptesh Kanojia, Abhijit Mishra, Pushpak Bhattacharyya

To demonstrate the efficacy of this multi-task learning based approach to automatic essay grading, we collect gaze behaviour for 48 essays across 4 essay sets, and learn gaze behaviour for the rest of the essays, numbering over 7000 essays.

Multi-Task Learning Named Entity Recognition (NER) +1

Eyes are the Windows to the Soul: Predicting the Rating of Text Quality Using Gaze Behaviour

no code implementations • ACL 2018 • Sandeep Mathias, Diptesh Kanojia, Kevin Patel, Samarth Agarwal, Abhijit Mishra, Pushpak Bhattacharyya

Such subjective aspects are better handled using cognitive information.