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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 …
Many hands make light work: using essay traits to automatically score essays
Most research in the area of automatic essay grading (AEG) is geared towards scoring the
essay holistically while there has also been some work done on scoring individual essay …
essay holistically while there has also been some work done on scoring individual essay …
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 …
Understanding reading attention distribution during relevance judgement
Reading is a complex cognitive activity in many information retrieval related scenarios, such
as relevance judgement and question answering. There exists plenty of works which model …
as relevance judgement and question answering. There exists plenty of works which model …
[HTML][HTML] Can AI support human grading? Examining machine attention and confidence in short answer scoring
Large language models built upon artificial intelligence (AI) hold great promises to innovate
automatic short answer scoring (ASAS)-significantly alleviating educators' workload in …
automatic short answer scoring (ASAS)-significantly alleviating educators' workload in …
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 …
EMTeC: A Corpus of Eye Movements on Machine-Generated Texts
The Eye Movements on Machine-Generated Texts Corpus (EMTeC) is a naturalistic eye-
movements-while-reading corpus of 107 native English speakers reading machine …
movements-while-reading corpus of 107 native English speakers reading machine …
Happy are those who grade without seeing: A multi-task learning approach to grade essays using gaze behaviour
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 …
essay grading. However, collecting gaze behaviour from readers is costly in terms of time …
Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models
Advancements in Natural Language Processing (NLP), have led to the emergence of Large
Language Models (LLMs) such as GPT, Llama, Claude, and Gemini, which excel across a …
Language Models (LLMs) such as GPT, Llama, Claude, and Gemini, which excel across a …