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1
Shapley Idioms: Analysing BERT Sentence Embeddings for General Idiom Token Identification
In: Front Artif Intell (2022)
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2
Language-Driven Region Pointer Advancement for Controllable Image Captioning ...
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3
Semantic Relatedness and Taxonomic Word Embeddings ...
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4
English WordNet Taxonomic Random Walk Pseudo-Corpora
In: Conference papers (2020)
Abstract: This is a resource description paper that describes the creation and properties of a set of pseudo-corpora generated artificially from a random walk over the English WordNet taxonomy. Our WordNet taxonomic random walk implementation allows the exploration of different random walk hyperparameters and the generation of a variety of different pseudo-corpora. We find that different combinations of the walk’s hyperparameters result in varying statistical properties of the generated pseudo-corpora. We have published a total of 81 pseudo-corpora that we have used in our previous research, but have not exhausted all possible combinations of hyperparameters, which is why we have also published a codebase that allows the generation of additional WordNet taxonomic pseudo-corpora as needed. Ultimately, such pseudo-corpora can be used to train taxonomic word embeddings, as a way of transferring taxonomic knowledge into a word embedding space.
Keyword: Computational Linguistics; language resource; pseudo-corpus; random walk; semantic relationship; taxonomy; WordNet
URL: https://arrow.tudublin.ie/scschcomcon/274
https://arrow.tudublin.ie/cgi/viewcontent.cgi?article=1288&context=scschcomcon
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5
Language-Driven Region Pointer Advancement for Controllable Image Captioning
In: Conference papers (2020)
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6
Local Alignment of Frame of Reference Assignment in English and Swedish Dialogue
In: Conference papers (2020)
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7
Capturing and measuring thematic relatedness [<Journal>]
DNB Subject Category Language
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8
Synthetic, Yet Natural: Properties of WordNet Random Walk Corpora and the impact of rare words on embedding performance
In: Conference papers (2019)
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9
Size Matters: The Impact of Training Size in Taxonomically-Enriched Word Embeddings
In: Articles (2019)
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10
Modular Mechanistic Networks: On Bridging Mechanistic and Phenomenological Models with Deep Neural Networks in Natural Language Processing ...
Dobnik, Simon; Kelleher, John D.. - : arXiv, 2018
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11
What is not where: the challenge of integrating spatial representations into deep learning architectures ...
Kelleher, John D.; Dobnik, Simon. - : arXiv, 2018
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12
Is it worth it? Budget-related evaluation metrics for model selection ...
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13
Is it worth it? Budget-related evaluation metrics for model selection
In: Conference papers (2018)
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14
Exploring the Functional and Geometric Bias of Spatial Relations Using Neural Language Models
In: Conference papers (2018)
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15
Back to the Future: Logic and Machine Learning
In: Conference papers (2017)
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16
Robot Perception Errors and Human Resolution Strategies in Situated Human-Robot Dialogue
In: Articles (2017)
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17
Assessing the Usefulness of Different Feature Sets for Predicting the Comprehension Difficulty of Text
In: Conference papers (2017)
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18
Towards a Computational Model of Frame of Reference Alignment in Swedish Dialogue
In: Conference papers (2016)
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19
A Model for Attention-Driven Judgements in Type Theory with Records
In: Conference papers (2016)
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20
Fundamentals of Machine Learning for Neural Machine Translation
In: Conference papers (2016)
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