Using WordNet to Build Lexical Sets for Italian Verbs

no code implementations • GWC 2016 • Anna Feltracco, Lorenzo Gatti, Elisabetta Jezek, Bernardo Magnini, Simone Magnolini

We present a methodology for building lexical sets for argument slots of Italian verbs.

Comparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language

no code implementations • LREC 2020 • Bernardo Magnini, Alberto Lavelli, Simone Magnolini

We present a comparison between deep learning and traditional machine learning methods for various NLP tasks in Italian.

BIG-bench Machine Learning Feature Engineering +4

How to Use Gazetteers for Entity Recognition with Neural Models

no code implementations • WS 2019 • Simone Magnolini, Valerio Piccioni, Vevake Balaraman, Marco Guerini, Bernardo Magnini

Toward zero-shot Entity Recognition in Task-oriented Conversational Agents

no code implementations • WS 2018 • Marco Guerini, Simone Magnolini, Vevake Balaraman, Bernardo Magnini

We present a domain portable zero-shot learning approach for entity recognition in task-oriented conversational agents, which does not assume any annotated sentences at training time.

Zero-Shot Learning

FBK-HLT-NLP at SemEval-2016 Task 2: A Multitask, Deep Learning Approach for Interpretable Semantic Textual Similarity

no code implementations • SEMEVAL 2016 • Simone Magnolini, Anna Feltracco, Bernardo Magnini

Image Captioning Semantic Textual Similarity +1

Acquiring Opposition Relations among Italian Verb Senses using Crowdsourcing

no code implementations • LREC 2016 • Anna Feltracco, Simone Magnolini, Elisabetta Jezek, Bernardo Magnini

We describe an experiment for the acquisition of opposition relations among Italian verb senses, based on a crowdsourcing methodology.

Sentence

Predicting Correlations Between Lexical Alignments and Semantic Inferences

no code implementations • RANLP 2015 • Simone Magnolini, Bernardo Magnini

Natural Language Inference Semantic Textual Similarity

Learning the Impact of Machine Translation Evaluation Metrics for Semantic Textual Similarity

no code implementations • RANLP 2015 • Simone Magnolini, Ngoc Phuoc An Vo, Octavian Popescu

Machine Translation Paraphrase Identification +1

Paraphrase Identification and Semantic Similarity in Twitter with Simple Features

no code implementations • WS 2015 • Ngoc Phuoc An Vo, Simone Magnolini, Octavian Popescu

Information Retrieval Machine Translation +4

FBK-HLT: A New Framework for Semantic Textual Similarity

no code implementations • SEMEVAL 2015 • Ngoc Phuoc An Vo, Simone Magnolini, Octavian Popescu

Semantic Textual Similarity Word Alignment

FBK-HLT: An Application of Semantic Textual Similarity for Answer Selection in Community Question Answering

no code implementations • SEMEVAL 2015 • Ngoc Phuoc An Vo, Simone Magnolini, Octavian Popescu

Answer Selection Community Question Answering +2

FBK-HLT: An Effective System for Paraphrase Identification and Semantic Similarity in Twitter

no code implementations • SEMEVAL 2015 • Ngoc Phuoc An Vo, Simone Magnolini, Octavian Popescu

Information Retrieval Machine Translation +4