NL4AI 2024
Eight Workshop on Natural Language for Artificial Intelligence

Table of Contents

• Preface
  Summary: There were 18 papers submitted for peer-review, 14 papers were accepted for this volume, 8 as regular papers and 6 as short papers.
  
• NL4AI 2024: Overview of the Seventh Workshop on Natural Language for Artificial Intelligence (NL4AI 2024)
  Giovanni Bonetta , Claudiu Daniel Hromei , Lucia Siciliani , Marco Antonio Stranisci

Keynote Talk

• The European AI Act: Challenges and Opportunities for Ethical and Responsible Artificial Intelligence
  Brando Benifei
• Modeling and Evaluation for Perspectivist NLP
  Valerio Basile

Generative and Conversational AI

• Enhancing Human Capital Management through GPT-driven Questionnaire Generation
  Lucrezia Laraspata , Fabio Cardilli , Giovanna Castellano , Gennaro Vessio
• AI Multi-Agent Interoperability Extension for Managing Multiparty Conversations
  Diego Gosmar , Deborah A. Dahl , Emmett Coin , David Attwater

LLM Applications

• Enhancing Clinical Data Capture: Developing a Natural Language Processing Pipeline for Converting Free Text Admission Notes to Structured EHR Data (short paper)
  Patrick Styll , Wojciech Kusa , Allan Hanbury
• Adapting a Large Language Model to the Legal Domain: A Case Study in Italian (short paper)
  Flavio Valerio , Pierpaolo Basile , Marco de Gemmis
• A Comprehensive Framework for Aspect-Category Sentiment Analysis (short paper)
  Loris Di Quilio , Fabio Fioravanti
• UniQA: an Italian and English Question-Answering Data Set Based on Educational Documents (short paper)
  Irene Siragusa , Roberto Pirrone
• Last Utterance Proactivity Prediction in Task-oriented Dialogues (short paper)
  Sofia Brenna , Bernardo Magnini
• Towards Automatically Filling Questionnaires from Clinical Records with Large Language Models (short paper)
  Valeria Nardoni , Marco Lippi , Giulia Hyeraci , Martina Maccari , Amirreza Dehghan Tarazjani , Gianni Virgili , Rosa Gini , Simone Marinai

Multimodal and NLP Applications

• Evaluating Multimodal Large Language Models for Visual Question-Answering in Italian
  Antonio Scaiella , Daniele Margiotta , Claudiu Daniel Hromei , Danilo Croce , Roberto Basili
• Fantastic Labels and Where to Find Them: Attention-Based Label Selection for Text-to-Text Classification
  Michele Papucci , Alessio Miaschi , Felice Dell’Orletta
• Coherence Evaluation in Italian Language Models
  Marta Sartor , Felice Dell’Orletta , Giulia Venturi
• On the Reform of the Italian Constitution: an Interdisciplinary Text Readability Analysis
  Calogero Jerik Scozzaro , Matteo Delsanto , Antonio Mastropaolo , Enrico Mensa , Luisa Revelli , Daniele P. Radicioni

Selected Papers

• LLaVA-NDiNO: Empowering LLMs with Multimodality for the Italian Language
  Elio Musacchio , Lucia Siciliani , Pierpaolo Basile , Giovanni Semeraro
• Towards Italian Sign Language Generation for Digital Humans
  Emanuele Colonna , Alessandro Arezzo , Domenico Roberto , David Landi , Felice Vitulano , Gennaro Vessio , Giovanna Castellano