Projects

We work on several NLP research topics, both with theoretical and practical contributions. Here we list some of the web applications developed, based on our solutions and models, for academic and industrial projects.

SelfIR

Self-supervised Information Retrieval Trained from Self-generated Sets of Queries and Relevant Documents

Gianluca Moro, Lorenzo Valgimigli, Alex Rossi, Cristiano Casadei, Andrea Montefiori

Athena

Align-Then-Abstract Representation Learning for Low-Resource Summarization

Gianluca Moro, Luca Ragazzi

BioQAGNN

Reasoning with Language Models and Knowledge Graphs for Biomedical Open-Domain Question Answering

Giacomo Frisoni, Enrico Gnagnarella, Luca Ragazzi, Gianluca Moro, Antonella Carbonaro

BioReader

A Retrieval-Enhanced Text-to-Text Transformer for Biomedical Literature

Giacomo Frisoni, Miki Mizutani, Gianluca Moro, Lorenzo Valgimigli

CogitoErgoSumm

Abstractive Summarization of Biomedical Papers via Semantic Parsing Graphs and Consistency Rewards

Giacomo Frisoni, Paolo Italiani, Stefano Salvatori, Gianluca Moro

Damen

Discriminative Marginalized Probabilistic Neural Method for Multi-Document Summarization of Medical Literature

Gianluca Moro, Luca Ragazzi, Lorenzo Valgimigli, Davide Freddi

Fashion Retrieval

Multi-Modal Retrieval in Fashion Domain

Gianluca Moro, Stefano Salvatori, Giacomo Frisoni

G-Seek

Graph-based Abstractive Summarization of Extracted Essential Knowledge for Low-Resource Scenarios

Gianluca Moro, Luca Ragazzi, Lorenzo Valgimigli

NLG-Metricverse

An End-to-End Library for Evaluating Natural Language Generation

Giacomo Frisoni, Antonella Carbonaro, Gianluca Moro, Andrea Zammarchi, Marco Avagnano

Radiography Retrieval

Retrieval of Chest Radiographs with Text queries

Gianluca Moro, Stefano Salvatori, Lorenzo Zanetti

Ramses

Retrieve-and-Marginalize End-to-End Summarization of Biomedical Studies

Gianluca Moro, Luca Ragazzi, Lorenzo Valgimigli, Lorenzo Molfetta

Revelio

Interpretable Long-Form Question Answering

Gianluca Moro, Luca Ragazzi, Lorenzo Valgimigli, Fabian Vincenzi

Se3

Semantic Self-Segmentation for Abstractive Summarization of Long Documents in Low-Resource Regimes

Gianluca Moro, Luca Ragazzi

Italian Text Summarization

Gianluca Moro, Luca Ragazzi, Stefano Guidi

Sublimer

Efficient self-supervised metric information retrieval for COVID19 literature

Prof. Gianluca Moro, Lorenzo Valgimigli