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