Search Results for author: Andrea Galassi

Found 12 papers, 7 papers with code

LEXTREME: A Multi-Lingual and Multi-Task Benchmark for the Legal Domain

1 code implementation30 Jan 2023 Joel Niklaus, Veton Matoshi, Pooja Rani, Andrea Galassi, Matthias Stürmer, Ilias Chalkidis

To provide a fair comparison, we propose two aggregate scores, one based on the datasets and one on the languages.

XLM-R

BANANA: a Benchmark for the Assessment of Neural Architectures for Nucleic Acids

no code implementations29 Sep 2021 Luca Salvatore Lorello, Andrea Galassi, Paolo Torroni

Machine learning has always played an important role in bioinformatics and recent applications of deep learning have allowed solving a new spectrum of biologically relevant tasks.

Language Modelling

An Argumentative Dialogue System for COVID-19 Vaccine Information

no code implementations26 Jul 2021 Bettina Fazzinga, Andrea Galassi, Paolo Torroni

Dialogue systems are widely used in AI to support timely and interactive communication with users.

Cross-lingual Annotation Projection in Legal Texts

1 code implementation COLING 2020 Andrea Galassi, Kasper Drazewski, Marco Lippi, Paolo Torroni

We study annotation projection in text classification problems where source documents are published in multiple languages and may not be an exact translation of one another.

Cross-Lingual Transfer Dynamic Time Warping +5

Neural-Symbolic Argumentation Mining: an Argument in Favor of Deep Learning and Reasoning

no code implementations22 May 2019 Andrea Galassi, Kristian Kersting, Marco Lippi, Xiaoting Shao, Paolo Torroni

Deep learning is bringing remarkable contributions to the field of argumentation mining, but the existing approaches still need to fill the gap toward performing advanced reasoning tasks.

Component Classification Link Prediction +3

Attention in Natural Language Processing

no code implementations4 Feb 2019 Andrea Galassi, Marco Lippi, Paolo Torroni

Attention is an increasingly popular mechanism used in a wide range of neural architectures.

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