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Hits 1 – 20 of 43
1
Shapley Idioms: Analysing BERT Sentence Embeddings for General Idiom Token Identification
Nedumpozhimana, Vasudevan
;
Klubička, Filip
;
Kelleher, John D.
In: Front Artif Intell (2022)
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2
Language-Driven Region Pointer Advancement for Controllable Image Captioning ...
Lindh, Annika
;
Ross, Robert J.
;
Kelleher, John D.
. - : arXiv, 2020
BASE
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3
Semantic Relatedness and Taxonomic Word Embeddings ...
Kacmajor, Magdalena
;
Kelleher, John D.
;
Klubicka, Filip
. - : arXiv, 2020
BASE
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4
English WordNet Taxonomic Random Walk Pseudo-Corpora
Klubicka, Filip
;
Maldonado, Alfredo
;
Mahalunkar, Abhijit
...
In: Conference papers (2020)
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5
Language-Driven Region Pointer Advancement for Controllable Image Captioning
Lindh, Annika
;
Ross, Robert
;
Kelleher, John D.
In: Conference papers (2020)
Abstract:
Controllable Image Captioning is a recent sub-field in the multi-modal task of Image Captioning wherein constraints are placed on which regions in an image should be described in the generated natural language caption. This puts a stronger focus on producing more detailed descriptions, and opens the door for more end-user control over results. A vital component of the Controllable Image Captioning architecture is the mechanism that decides the timing of attending to each region through the advancement of a region pointer. In this paper, we propose a novel method for predicting the timing of region pointer advancement by treating the advancement step as a natural part of the language structure via a NEXT-token, motivated by a strong correlation to the sentence structure in the training data. We find that our timing agrees with the ground-truth timing in the Flickr30k Entities test data with a precision of 86.55% and a recall of 97.92%. Our model implementing this technique improves the state-of-the-art on standard captioning metrics while additionally demonstrating a considerably larger effective vocabulary size.
Keyword:
Artificial Intelligence and Robotics
;
computer vision
;
controllable image captioning
;
deep learning
;
machine learning
;
natural language generation
URL:
https://arrow.tudublin.ie/scschcomcon/286
https://arrow.tudublin.ie/cgi/viewcontent.cgi?article=1303&context=scschcomcon
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6
Local Alignment of Frame of Reference Assignment in English and Swedish Dialogue
Dobnik, Simon
;
Kelleher, John D.
;
Howes, Christine
In: Conference papers (2020)
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7
Capturing and measuring thematic relatedness [<Journal>]
Kacmajor, Magdalena Verfasser]
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
Klubicka, Filip
;
Mahalunkar, Abhijit
;
Maldonado, Alfredo
...
In: Conference papers (2019)
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9
Size Matters: The Impact of Training Size in Taxonomically-Enriched Word Embeddings
Maldonado, Alfredo
;
Klubicka, Filip
;
Kelleher, John D.
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 ...
Klubička, Filip
;
Salton, Giancarlo D.
;
Kelleher, John D.
. - : arXiv, 2018
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13
Is it worth it? Budget-related evaluation metrics for model selection
Klubicka, Filip
;
Salton, Giancarlo
;
Kelleher, John D.
In: Conference papers (2018)
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14
Exploring the Functional and Geometric Bias of Spatial Relations Using Neural Language Models
Dobnik, Simon
;
Ghanimifard, Mehdi
;
Kelleher, John D.
In: Conference papers (2018)
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15
Back to the Future: Logic and Machine Learning
Kelleher, John D.
;
Dobnik, Simon
In: Conference papers (2017)
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16
Robot Perception Errors and Human Resolution Strategies in Situated Human-Robot Dialogue
Kelleher, John D.
;
Mac Namee, Brian
;
Schütte, Niels
In: Articles (2017)
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17
Assessing the Usefulness of Different Feature Sets for Predicting the Comprehension Difficulty of Text
Mac Namee, Brian
;
Kelleher, John D.
;
Fitzpatrick, Noel
In: Conference papers (2017)
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18
Towards a Computational Model of Frame of Reference Alignment in Swedish Dialogue
Dobnik, Simon
;
Howes, Christine
;
Kelleher, John D.
...
In: Conference papers (2016)
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19
A Model for Attention-Driven Judgements in Type Theory with Records
Dobnik, Simon
;
Kelleher, John D.
In: Conference papers (2016)
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20
Fundamentals of Machine Learning for Neural Machine Translation
Kelleher, John D.
In: Conference papers (2016)
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