Streamlining Industrial Contract Management with Retrieval-Augmented LLMs

This work proposes a retrieval-augmented LLM pipeline that identifies and optimizes problematic contract revisions using synthetic data, semantic retrieval, and acceptability-based alignment.

November 2025 · Kristi Topollai, Tolga Dimlioglu, Anna Choromanska, Simon Odie, Reginald Hui

Automatic Document Classification via Transformers for Regulations Compliance Management in Large Utility Companies

This work proposes a two-stage document classification system that filters and routes regulatory documents using an ensemble of classical classifiers and a DocBERT-based multi-label model, achieving strong performance on real-world industrial data from Con Edison.

August 2023 · Tolga Dimlioglu, Jing Wang, Devansh Bisla, Anna Choromanska, Simon Odie, Leon Bukhman, Afolabi Olomola, James D. Wong