NL4AI 2023
Seventh Workshop on Natural Language for Artificial Intelligence

Table of Contents

• Preface
  Summary: There were 23 papers submitted for peer-review, 18 papers were accepted for this volume, 14 as regular papers and 4 as short papers.
  
• NL4AI 2023: Overview of the Seventh Workshop on Natural Language for Artificial Intelligence (NL4AI 2023)
  Elisa Bassignana, Dominique Brunato, Marco Polignano, Alan Ramponi

Keynote Talk

• The Interplay Between Language Generation and Reasoning: Information Seeking Games
  Raffaella Bernardi
• Responsible AI in the Era of Large Language Models
  Christos Christodoulopoulos

Novel directions of NLP

• Heterogeneous Encoders Scaling in the Transformer for Neural Machine Translation
  Jia Cheng Hu, Roberto Cavicchioli, Giulia Berardinelli, Alessandro Capotondi
• Experimenting Task-specific LLMs (short paper)
  Stefano Scotta, Alberto Messina
• Natural Language Processing in Healthcare: A Bird's Eye View (short paper)
  Luca Baccoand, Felice Dell'Orletta, Mario Merone
• NERPII: A Python Library to Perform Named Entity Recognition and Generate Personal Identifiable Information (short paper)
  Simona Mazzarino, Andrea Minieri, Luca Gilli

Authorship, sentiment, and ideology in NLP

• Detecting AI Authorship: Analyzing Descriptive Features for AI Detection
  Helene F. L. Eriksen, Christopher M. J. André, Emil J. Jakobsen, Luca C. B. Mingolla, Nicolai B. Thomsen
• Flavours of Convolution for Unsupervised Aspect Extraction and Aspect-based Sentiment Analysis
  Soumick Chatterjee, Sowmya Prakash, Andreas Nürnberger
• Evaluating the Aspect-Category-Opinion-Sentiment Analysis Task on a Custom Dataset (short paper)
  Loris Di Quilio, Fabio Fioravanti
• Measuring Ideological Spectrum Through NLP
  Franco Demarco, Juan Manuel Ortiz de Zarate, Esteban Feuerstein
• From Looks to Essence: A Shift in Perspective With Physical Appearance Debiasing
  Shivatmica Murgai
• Navigating the Fermi Multiverse: Assessing LLMs for Complex Multi-hop Queries
  Mostafa Rahgouy, Hamed Babaei Giglou, Dongji Feng, Taher Rahgooy, Gerry Dozier, Cheryl D. Seals

Applied NLP

• Do We Need Subject Matter Experts? A Case Study of Measuring Up GPT-4 Against Scholars in Topic Evaluation
  Kabir Manandhar Shrestha, Katie Wood, David Goodman, Meladel Mistica
• LLM-based Approaches for Automatic Ticket Assignment: A Real-world Italian Application
  Nicola Arici, Luca Putelli, Alfonso Emilio Gerevini, Luca Sigalini, Ivan Serina
• Mining Information From Legal Sentences in KlonDikE
  Andrea Gatti, Viviana Mascardi, Domenico Pellegrini
• Misunderstanding and Risk Communication in Healthcare
  Monica Consolandi, Simone Magnolini, Mauro Dragoni

Large Language Models - Selected Papers

• An End-to-end Transformer-based Model for Interactive Grounded Language Understanding
  Claudiu Daniel Hromei, Daniele Margiotta, Danilo Croce, Roberto Basili
• Conditioning Chat-GPT for Information Retrieval: The Unipa-GPT Case Study
  Irene Siragusa, Roberto Pirrone
• BERTinchamps: Cost-effective Training of Large Language Models for Medical Tasks in French
  Amaury Fierens, Sébastien Jodogne
• One Picture and a Thousand Words. Generative Language+images Models and How to Train Them
  Roberto Zamparelli