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1
Style versus Content: A distinction without a (learnable) difference?
In: International Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03112354 ; International Conference on Computational Linguistics, Dec 2020, Virtual, Spain (2020)
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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)
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5
Language-Driven Region Pointer Advancement for Controllable Image Captioning
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
In: Conference papers (2020)
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