|  | Vol-1802 urn:nbn:de:0074-1802-3 Copyright © 2017 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# URANIA 2016
Deep Understanding and Reasoning: A Challenge for Next-generation Intelligent Agents

### Proceedings of the AI*IA Workshop on Deep Understanding and Reasoning: A Challenge for Next-generation Intelligent Agents 2016
co-located with 15th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2016)

### Genova, Italy, November 28th, 2016.

Edited by

### Federico Chesani*
Paola Mello*
Michela Milano*

* Dipartimento di Informatica -- Scienza e Ingegneria (DISI), Università degli Studi di Bologna, Viale Risorgimento 2, 40136 Bologna, Italy

## Table of Contents

- Preface

### Papers

- Commonsense Reasoning meets Theorem Proving 1-12
  Ulrich Furbach, Claudia Schon
- Improving Neural Abstractive Text Summarization with Prior Knowledge (Position Paper) 13-18
  Gaetano Rossiello, Pierpaolo Basile, Giovanni Semeraro, Marco Di Ciano, Gaetano Grasso
- Iterative Multi-document Neural Attention for Multiple Answer Prediction 19-29
  Claudio Greco, Alessandro Suglia, Pierpaolo Basile, Gaetano Rossiello, Giovanni Semeraro
- Probabilistic Logic Programming for Natural Language Processing 30-37
  Fabrizio Riguzzi, Evelina Lamma, Marco Alberti, Elena Bellodi, Riccardo Zese, Giuseppe Cota
- Reasoning with Deep Learning: an Open Challenge 38-43
  Marco Lippi
- Solving Mathematical Puzzles: a Deep Reasoning Challenge (Position Paper) 44-49
  Federico Chesani, Paola Mello, Michela Milano
- Time Out of Joint in Temporal Annotations of Texts: Challenges for Artificial Intelligence and Human Computer Interaction 50-55
  Rosella Gennari, Pierpaolo Vittorini
- Computational Accountability 56-62
  Matteo Baldoni, Cristina Baroglio, Katherine M. May, Roberto Micalizio, Stefano Tedeschi
- Structured Knowledge and Kernel-based Learning: the case of Grounded Spoken Language Learning in Interactive Robotics 63-68
  Roberto Basili, Danilo Croce
- URANIA - Some Concluding Remarks 69-72
  Luigia Carlucci Aiello

2017-02-27: submitted by Federico Chesani, metadata incl. bibliographic data published under Creative Commons CC0
2017-03-02: published on CEUR-WS.org |valid HTML5|