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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
Poisoning Knowledge Graph Embeddings via Relation Inference Patterns ...
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3
Poisoning Knowledge Graph Embeddings via Relation Inference Patterns ...
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4
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods ...
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5
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)
Abstract: International audience ; Textual style transfer involves modifying the style of a text while preserving its content. This assumes that it is possible to separate style from content. This paper investigates whether this separation is possible. We use sentiment transfer as our case study for style transfer analysis. Our experimental methodology frames style transfer as a multi-objective problem, balancing style shift with content preservation and fluency. Due to the lack of parallel data for style transfer we employ a variety of adversarial encoder-decoder networks in our experiments. Also, we use a probing methodology to analyse how these models encode style-related features in their latent spaces. The results of our experiments which are further confirmed by a human evaluation reveal an inherent trade-off between the multiple style transfer objectives and indicate that style cannot be usefully separated from content within these style-transfer systems.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
URL: https://hal.archives-ouvertes.fr/hal-03112354/document
https://hal.archives-ouvertes.fr/hal-03112354
https://hal.archives-ouvertes.fr/hal-03112354/file/coling2020.pdf
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6
Language-Driven Region Pointer Advancement for Controllable Image Captioning ...
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7
Semantic Relatedness and Taxonomic Word Embeddings ...
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8
English WordNet Taxonomic Random Walk Pseudo-Corpora
In: Conference papers (2020)
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9
Language-Driven Region Pointer Advancement for Controllable Image Captioning
In: Conference papers (2020)
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10
Local Alignment of Frame of Reference Assignment in English and Swedish Dialogue
In: Conference papers (2020)
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11
Capturing and measuring thematic relatedness [<Journal>]
DNB Subject Category Language
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12
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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13
Size Matters: The Impact of Training Size in Taxonomically-Enriched Word Embeddings
In: Articles (2019)
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14
TEST: A terminology extraction system for technology related terms
In: Conference papers (2019)
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15
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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16
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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17
Is it worth it? Budget-related evaluation metrics for model selection ...
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18
Is it worth it? Budget-related evaluation metrics for model selection
In: Conference papers (2018)
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19
Exploring the Functional and Geometric Bias of Spatial Relations Using Neural Language Models
In: Conference papers (2018)
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20
Idiom Type Identification with Smoothed Lexical Features and a Maximum Margin Classifier ...
Kelleher, John; Ross, Robert J. And Salton, Giancarlo. - : Dublin Institute of Technology, 2017
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