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20152025
most citedJointly Learning Word Embeddings and Latent Topics

77 citations · 127 across the 28 of their papers we have counts for

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Showing 2019Show all

9 papers · 1 filter

cs.AI20195 cited

From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group)

Zied Bouraoui, Antoine Cornuéjols, Thierry Denœux +9

This paper proposes a tentative and original survey of meeting points between Knowledge Representation and Reasoning (KRR) and Machine Learning (ML), two areas which have been deve…

cs.CL2019

Modelling Semantic Categories using Conceptual Neighborhood

Zied Bouraoui, Jose Camacho-Collados, Luis Espinosa-Anke +1

While many methods for learning vector space embeddings have been proposed in the field of Natural Language Processing, these methods typically do not distinguish between categorie…

cs.CL2019

Inducing Relational Knowledge from BERT

Zied Bouraoui, Jose Camacho-Collados, Steven Schockaert

One of the most remarkable properties of word embeddings is the fact that they capture certain types of semantic and syntactic relationships. Recently, pre-trained language models…

cs.CL2019

Meemi: A Simple Method for Post-processing and Integrating Cross-lingual Word Embeddings

Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke +1

Word embeddings have become a standard resource in the toolset of any Natural Language Processing practitioner. While monolingual word embeddings encode information about words in…

cs.CL2019

Learning Household Task Knowledge from WikiHow Descriptions

Yilun Zhou, Julie A. Shah, Steven Schockaert

Commonsense procedural knowledge is important for AI agents and robots that operate in a human environment. While previous attempts at constructing procedural knowledge are mostly…

cs.CL2019

On the Robustness of Unsupervised and Semi-supervised Cross-lingual Word Embedding Learning

Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke +1

Cross-lingual word embeddings are vector representations of words in different languages where words with similar meaning are represented by similar vectors, regardless of the lang…