Search Results for author: Andres Garcia-Silva

Found 6 papers, 3 papers with code

Understanding Transformers for Bot Detection in Twitter

1 code implementation13 Apr 2021 Andres Garcia-Silva, Cristian Berrio, Jose Manuel Gomez-Perez

In this paper we shed light on the impact of fine-tuning over social media data in the internal representations of neural language models.

On the Impact of Knowledge-based Linguistic Annotations in the Quality of Scientific Embeddings

no code implementations13 Apr 2021 Andres Garcia-Silva, Ronald Denaux, Jose Manuel Gomez-Perez

In essence, embedding algorithms work by optimizing the distance between a word and its usual context in order to generate an embedding space that encodes the distributional representation of words.

Classifying Scientific Publications with BERT -- Is Self-Attention a Feature Selection Method?

1 code implementation20 Jan 2021 Andres Garcia-Silva, Jose Manuel Gomez-Perez

We compare and evaluate the subset of the most attended words with feature selection methods normally used for text classification in order to characterize self-attention as a possible feature selection approach.

feature selection General Classification +2

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