| Vol-4075 urn:nbn:de:0074-4075-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# GeCoIn 2025
Generative Code Intelligence 2025

### Proceedings of the Generative Code Intelligence Workshop (GeCoIn 2025)
co-located with 28th European Conference on Artificial Intelligence (ECAI 2025)

### Bologna, Italy, October 26, 2025.

Edited by

### Eleonora Iotti 1
Greta Dolcetti 2
Vincenzo Arceri 1
Sergio Maffeis 3

1 University of Parma, Italy
2 Ca' Foscari University of Venice, Italy
3 Imperial College London, United Kingdom

## Table of Contents

- Preface
  Summary: There were 10 papers submitted for peer-review to this workshop. Out of these, 7 papers were accepted for this volume as regular papers.

- Vulnerability Assessment of LLM-Generated Smart Contracts in Ethereum
  Mirco Vella, Antonio Emanuele Cinà, Marina Ribaudo, Fabio Roli
- Adversarial Evaluation of Machine Learning-Based Python Source Code Vulnerability Detectors
  Talaya Farasat
- An Embedding-Based Approach for Identifying LLM-Generated Code in Student Assignments
  Paulina Gacek
- SecFlow: An Agentic LLM-Based Framework for Modular Cyberattack Analysis and Explainability
  Francesco Blefari, Cristian Cosentino, Angelo Furfaro, Fabrizio Marozzo, Francesco Aurelio Pironti
- UnitTenX: Generating Tests for Legacy Packages with AI Agents Powered by Formal Verification
  Yiannis Charalambous, Claudionor N. Coelho Jr, Luis Lamb, Lucas C. Cordeiro
- DeepCodeSeek: Real-Time API Retrieval for Context-Aware Code Generation
  Esakkivel Esakkiraja, Denis Akhiyarov, Aditya Shanmugham, Chitra Ganapathy
- Conversational Code Generation: a Case Study of Designing a Dialogue System for Generating Driving Scenarios for Testing Autonomous Vehicles
  Rimvydas Rubavicius, Antonio Valerio Miceli-Barone, Alex Lascarides, Subramanian Ramamoorthy

2025-10-20: submitted by Eleonora Iotti, metadata incl. bibliographic data published under Creative Commons CC0
2025-10-24: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|