ICSE 2026
Sun 12 - Sat 18 April 2026 Rio de Janeiro, Brazil
Sun 12 Apr 2026 09:25 - 09:45 at Bora Bora I - Session 1

Financial institutions continue to rely on decades-old mainframe systems written in COBOL to support critical operations. As expert developers retire and modernization projects accelerate, banks face a dual challenge: preserving functional knowledge while ensuring smooth migration to modern languages such as Java. This paper reports on the design of an orchestrated multi-LLM pipeline that automatically generates functional and technical documentation from COBOL source code within secure, air-gapped environments. The approach combines expert-validated pre-processing, structured prompt engineering, and a hybrid evaluation process mixing LLM-as-a-Judge with human review to assess fidelity, readability, and business relevance. The experience gathered from a large-scale implementation at BNP Paribas shows that while single-LLM configurations maximize factual fidelity, orchestrated multi-LLM setups better interpret and capture business semantics—an essential prerequisite for COBOL-to-Java migration. These observations highlight practical trade-offs between accuracy and abstraction in zero-fine-tuning settings and outline a governance-aligned path for integrating generative AI into regulated financial institutions.

Sun 12 Apr

Displayed time zone: Brasilia, Distrito Federal, Brazil change

09:00 - 10:30
Session 1 / FinanSE at Bora Bora I
09:00
5m
Day opening
FinanSE Opening
FinanSE
Sallam Abualhaija University of Luxembourg, Domenico Bianculli University of Luxembourg, Eileen Kapel Delft University of Technology
09:05
20m
Paper
Separation of Concerns for Privacy-Preserving LLM Adoption: A Banking Architecture Framework
FinanSE
Yu Kong University College London (UCL), Silvia Bartolucci University College London, Fabio Caccioli University College London (UCL), Giuseppe Destefanis University College London
09:25
20m
Paper
LLM-Assisted Retro-Documentation for Legacy COBOL Applications in BankingVirtual Attendance
FinanSE
Mahdi LATRECHE , Elouan MARSOT BNP Paribas, Emma Asma DAUMAS BNP Paribas, Azzedine Idir AIT SAID Télécom Paris, Damien DROISY BNP Paribas, Mariam Barry BNP Paribas
09:45
20m
Paper
Operationalising DAO Sustainability KPIs: A Multi-Chain Dashboard for Governance Analytics
FinanSE
Silvio Meneguzzo University of Turin, Claudio Schifanella University of Turin, Valentina Gatteschi Politecnico di Torino, Giuseppe Destefanis University College London
10:05
15m
Short-paper
Model Extraction and Explanation of Review Decisions: A Case Study on Cloud Migration PlanningVirtual Attendance
FinanSE
Vali Tawosi J.P. Morgan AI Research, Salwa Alamir J.P. Morgan AI Research, Xiaomo Liu J.P. Morgan AI Research
Media Attached
10:20
10m
Other
Discussion
FinanSE