Document details

Enriching Portuguese Word Embeddings with Visual Information

Author(s): Consoli, Bernardo ; Vieira, Renata

Date: 2022

Persistent ID: http://hdl.handle.net/10174/31872

Origin: Repositório Científico da Universidade de Évora

Subject(s): Word embeddings; Multi-modal


Description

This work focuses on the enrichment of existing Portuguese word embeddings with visual information. The combined text-image embeddings were tested against their text-only counterparts in common NLP tasks. The new embeddings were tested in two different domains - general news and a geosciences. The results show an increase in perfor- mance for several tasks, which indicates that visual information fusion for word embeddings can be useful for certain tasks.

FCT CEECIND/01997/2017, UIDB/00057/2020

Document Type Journal article
Language English
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