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Shuwen Deng

3 accepted papers

2024

Fine-Tuning Pre-Trained Language Models with Gaze Supervision

ACL 2024short

Human gaze data provide cognitive information that reflect human language comprehension and has been effectively integrated into a variety of natural language processing (NLP) tasks, demonstrating improved performance over corresponding plain text-based models. In this work, we propose to integrate…

Cited by 4SourcePDFScholar
2024

Reading Does Not Equal Reading: Comparing, Simulating and Exploiting Reading Behavior across Populations

COLING 2024main

Eye-tracking-while-reading corpora play a crucial role in the study of human language processing, and, more recently, have been leveraged for cognitively enhancing neural language models. A critical limitation of existing corpora is that they often lack diversity, comprising primarily native speaker…

2023

Pre-Trained Language Models Augmented with Synthetic Scanpaths for Natural Language Understanding

EMNLP 2023short main

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 applicability of this approach is hampered because the abun…

Cited by 9SourcecodeScholar