37 citations · 277 across the 41 of their papers we have counts for
5 papers · 1 filter
Adapting Multilingual Neural Machine Translation to Unseen Languages
Surafel M. Lakew, Alina Karakanta, Marcello Federico +2
Multilingual Neural Machine Translation (MNMT) for low-resource languages (LRL) can be enhanced by the presence of related high-resource languages (HRL), but the relatedness of HRL…
Instance-Based Model Adaptation For Direct Speech Translation
Mattia Antonino Di Gangi, Viet-Nhat Nguyen, Matteo Negri +1
Despite recent technology advancements, the effectiveness of neural approaches to end-to-end speech-to-text translation is still limited by the paucity of publicly available traini…
One-To-Many Multilingual End-to-end Speech Translation
Mattia Antonino Di Gangi, Matteo Negri, Marco Turchi
Nowadays, training end-to-end neural models for spoken language translation (SLT) still has to confront with extreme data scarcity conditions. The existing SLT parallel corpora are…
Machine Translation for Machines: the Sentiment Classification Use Case
Amirhossein Tebbifakhr, Luisa Bentivogli, Matteo Negri +1
We propose a neural machine translation (NMT) approach that, instead of pursuing adequacy and fluency ("human-oriented" quality criteria), aims to generate translations that are be…
Natural representation of composite data with replicated autoencoders
Matteo Negri, Davide Bergamini, Carlo Baldassi +2
Generative processes in biology and other fields often produce data that can be regarded as resulting from a composition of basic features. Here we present an unsupervised method b…