Search Results for author: Paolo Torroni

Found 13 papers, 6 papers with code

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.

Benchmark Language Modelling

Tree-Constrained Graph Neural Networks For Argument Mining

1 code implementation2 Sep 2021 Federico Ruggeri, Marco Lippi, Paolo Torroni

By imposing a series of regularization constraints to the learning problem, we exploit a pooling mechanism that incorporates such notion of fragments within the node soft assignment function that produces the embeddings.

Argument Mining Sentence Classification

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.

Multi-Task Attentive Residual Networks for Argument Mining

1 code implementation24 Feb 2021 Andrea Galassi, Marco Lippi, Paolo Torroni

We propose a residual architecture that exploits attention, multi-task learning, and makes use of ensemble.

Component Classification Link Prediction +2

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 +3

Memory networks for consumer protection:unfairness exposed

no code implementations24 Jul 2020 Federico Ruggeri, Francesca Lagioia, Marco Lippi, Paolo Torroni

Recent work has demonstrated how data-driven AI methods can leverage consumer protection by supporting the automated analysis of legal documents.

Parallelizing Machine Learning as a Service for the End-User

no code implementations28 May 2020 Daniela Loreti, Marco Lippi, Paolo Torroni

As ML applications are becoming ever more pervasive, fully-trained systems are made increasingly available to a wide public, allowing end-users to submit queries with their own data, and to efficiently retrieve results.

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 +2

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.

Natural Language Processing

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