Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning

1 code implementation • EMNLP 2021 • Ruben Branco, António Branco, João António Rodrigues, João Ricardo Silva

Commonsense is a quintessential human capacity that has been a core challenge to Artificial Intelligence since its inception.

Deep Learning

Universal Grammatical Dependencies for Portuguese with CINTIL Data, LX Processing and CLARIN support

1 code implementation • LREC 2022 • António Branco, João Ricardo Silva, Luís Gomes, João António Rodrigues

This paper presents a new collection of quality language resources for the computational processing of the Portuguese language under the Universal Dependencies framework (UD).

Transferring Confluent Knowledge to Argument Mining

1 code implementation • COLING 2022 • João António Rodrigues, António Branco

Relevant to all application domains where it is important to get at the reasons underlying sentiments and decisions, argument mining seeks to obtain structured arguments from unstructured text and has been addressed by approaches typically involving some feature and/or neural architecture engineering.

Argument Mining Transfer Learning