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Sequence classification with human attention
Learning attention functions requires large volumes of data, but many NLP tasks simulate
human behavior, and in this paper, we show that human attention really does provide a …
human behavior, and in this paper, we show that human attention really does provide a …
Sequence labelling and sequence classification with gaze: Novel uses of eye‐tracking data for Natural Language Processing
Eye‐tracking data from reading provide a structured signal with a fine‐grained temporal
resolution which closely follows the sequential structure of the text. It is highly correlated with …
resolution which closely follows the sequential structure of the text. It is highly correlated with …
What's in your embedding, and how it predicts task performance
A Rogers, SH Ananthakrishna… - Proceedings of the 27th …, 2018 - aclanthology.org
Attempts to find a single technique for general-purpose intrinsic evaluation of word
embeddings have so far not been successful. We present a new approach based on scaled …
embeddings have so far not been successful. We present a new approach based on scaled …
Mining eye-tracking data for text summarization
M Taieb-Maimon, A Romanovski-Chernik… - … Journal of Human …, 2024 - Taylor & Francis
In this study, we introduce and evaluate a novel extractive text summarization methodology,“
SummarEyes,” based on the visual interaction of the user with the text, using eye-tracking …
SummarEyes,” based on the visual interaction of the user with the text, using eye-tracking …
A survey on using gaze behaviour for natural language processing
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 …
years. In this paper, we discuss the use of gaze behaviour in solving different tasks in natural …
Predict and use: Harnessing predicted gaze to improve multimodal sarcasm detection
Sarcasm is a complex linguistic construct with incongruity at its very core. Detecting sarcasm
depends on the actual content spoken and tonality, facial expressions, the context of an …
depends on the actual content spoken and tonality, facial expressions, the context of an …
Eyes are the windows to the soul: Predicting the rating of text quality using gaze behaviour
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 …
different subjective aspects of the text, like structure, clarity, etc. Such subjective aspects are …
Sentence simplification for semantic role labelling and information extraction
In this paper, we report on the extrinsic evaluation of an automatic sentence simplification
method with respect to two NLP tasks: semantic role labelling (SRL) and information …
method with respect to two NLP tasks: semantic role labelling (SRL) and information …
Predicting misreadings from gaze in children with reading difficulties
We present the first work on predicting reading mistakes in children with reading difficulties
based on eye-tracking data from real-world reading teaching. Our approach employs …
based on eye-tracking data from real-world reading teaching. Our approach employs …
A dataset for exploring gaze behaviors in text summarization
K Yi, Y Guo, W Jiang, Z Wang, L Sun - Proceedings of the 11th ACM …, 2020 - dl.acm.org
Automatic text summarization has been a hot research topic for years. Though most of the
existing studies only use the content itself to generate the summaries, researchers believe …
existing studies only use the content itself to generate the summaries, researchers believe …