4 papers
Probing Information Distribution in Transformer Architectures through Entropy Analysis
Amedeo Buonanno, Alessandro Rivetti, Francesco A. N. Palmieri +2
This work explores entropy analysis as a tool for probing information distribution within Transformer-based architectures. By quantifying token-level uncertainty and examining entr…
A Deep Learning Approach for User-Centric Clustering in Cell-Free Massive MIMO Systems
Giovanni Di Gennaro, Amedeo Buonanno, Gianmarco Romano +2
Contrary to conventional massive MIMO cellular configurations plagued by inter-cell interference, cell-free massive MIMO systems distribute network resources across the coverage ar…
An Analysis of Word2Vec for the Italian Language
Giovanni Di Gennaro, Amedeo Buonanno, Antonio Di Girolamo +3
Word representation is fundamental in NLP tasks, because it is precisely from the coding of semantic closeness between words that it is possible to think of teaching a machine to u…
Intent Classification in Question-Answering Using LSTM Architectures
Giovanni Di Gennaro, Amedeo Buonanno, Antonio Di Girolamo +2
Question-answering (QA) is certainly the best known and probably also one of the most complex problem within Natural Language Processing (NLP) and artificial intelligence (AI). Sin…