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Improving natural language processing tasks with human gaze-guided neural attention
A lack of corpora has so far limited advances in integrating human gaze data as a
supervisory signal in neural attention mechanisms for natural language processing (NLP) …
supervisory signal in neural attention mechanisms for natural language processing (NLP) …
Do transformer models show similar attention patterns to task-specific human gaze?
Learned self-attention functions in state-of-the-art NLP models often correlate with human
attention. We investigate whether self-attention in large-scale pre-trained language models …
attention. We investigate whether self-attention in large-scale pre-trained language models …
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 …
Eyetrans: Merging human and machine attention for neural code summarization
Neural code summarization leverages deep learning models to automatically generate brief
natural language summaries of code snippets. The development of Transformer models has …
natural language summaries of code snippets. The development of Transformer models has …
Relative importance in sentence processing
Determining the relative importance of the elements in a sentence is a key factor for
effortless natural language understanding. For human language processing, we can …
effortless natural language understanding. For human language processing, we can …
The Copenhagen Corpus of eye tracking recordings from natural reading of Danish texts
Eye movement recordings from reading are one of the richest signals of human language
processing. Corpora of eye movements during reading of contextualized running text is a …
processing. Corpora of eye movements during reading of contextualized running text is a …
Generating image descriptions via sequential cross-modal alignment guided by human gaze
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 …
this paper, we investigate such sequential cross-modal alignment by modelling the image …
Towards best practices for leveraging human language processing signals for natural language processing
NLP models are imperfect and lack intricate capabilities that humans access automatically
when processing speech or reading a text. Human language processing data can be …
when processing speech or reading a text. Human language processing data can be …
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 …
Patterns of text readability in human and predicted eye movements
It has been shown that multilingual transformer models are able to predict human reading
behavior when fine-tuned on small amounts of eye tracking data. As the cumulated …
behavior when fine-tuned on small amounts of eye tracking data. As the cumulated …