3 papers
cs.DL2025
From Paper to Structured JSON: An Agentic Workflow for Compliant BMR Digital Transformation
Bhavik Agarwal, Nidhi Bendre, Viktoria Rojkova
Pharmaceutical manufacturers generate thousands of batch manufacturing records (BMRs) each year under FDA 21 CFR Part 211 and EU GMP rules. These long documents combine tables, cal…
cs.AI2025
RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA
Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov +2
Regulatory compliance question answering (QA) requires precise, verifiable information, and domain-specific expertise, posing challenges for Large Language Models (LLMs). In this w…
cs.CL2025
Think Inside the JSON: Reinforcement Strategy for Strict LLM Schema Adherence
Bhavik Agarwal, Ishan Joshi, Viktoria Rojkova
In this paper, we address the challenge of enforcing strict schema adherence in large language model (LLM) generation by leveraging LLM reasoning capabilities. Building on the Deep…