NL4AI 2018
Natural Language for Artificial Intelligence

Table of Contents

• Introduction to the Second Workshop on Natural Language for Artificial Intelligence 1-3
  Pierpaolo Basile , Valerio Basile , Danilo Croce , Felice Dell’Orletta , Marco Guerini
• Task-oriented Conversational Agent Self-learning Based on Sentiment Analysis 4-15
  Serena Leggeri , Andrea Esposito , Luca Iocchi
• Aspect Detection in Book Reviews: Experimentations 16-27
  Jeanne Villaneau , Stefania Pecore , Farida Saïd
• Automatic Relation Extraction for Building Smart City Ecosystems using Dependency Parsing 29-39
  Daniel Braun , Anne Faber , Adrian Hernandez-Mendez , Florian Matthes
• Lexicon, Meaning Relations, and Semantic Networks 40-52
  Prakash Mondal
• Cross Attention for Selection-based Question Answering 53-62
  Alessio Gravina , Federico Rossetto , Silvia Severini , Giuseppe Attardi
• Mapping Natural Language Labels to Structured Web Resources 63-75
  Valerio Basile , Elena Cabrio , Fabien Gandon , Debora Nozza
• Multi-Task Learning in Deep Neural Network for Sentiment Polarity and Irony classification 76-82
  Lorenzo De Mattei , Andrea Cimino , Felice Dell'Orletta
• Learning Representations for Biomedical NER 83-94
  Ivano Lauriola , Riccardo Sella , Fabio Aiolli , Alberto Lavelli , Fabio Rinaldi
• A Sentence based System for Measuring Syntax Complexity using a Recurrent Deep Neural Network 95-101
  Giosué Lo Bosco , Giovanni Pilato , Daniele Schicchi
• Lexical Meaning Formal Representations Enhancing Lexicons and Associated Ontologies 102-115
  Maria Gritz
• Exploiting Deep Neural Networks for Tweet-based Emoji Prediction 116-128
  Andrei Catalin , Giacomo Zara , Yaroslav Nechaev , Gianni Barlacchi , Alessandro Moschitti
• Transfer Learning for Industrial Applications of Named Entity Recognition 129-140
  Lingzhen Chen , Alessandro Moschitti , Giuseppe Castellucci , Andrea Favalli , Raniero Romagnoli