4 papers
From Documents to Reasoning: A Validated Synthetic Data Pipeline and Semantic-Aware Fine-Tuning for Financial Numerical Reasoning
Lokendra Birla, Milind Savagaonkar, Visnu Srinivasan +2
Financial question answering (QA) has emerged as a key benchmark for evaluating the performance of Large Language Models (LLMs) on domain-specific tasks involving complex data form…
Authenticity Debt and the Synthetic Content Threat Landscape: A Layered Framework for Trust, Provenance, and IP Governance in the Generative AI Era
Shubhashis Sengupta, Benjamin McCarty, Milind Savagaonkar +1
Generative artificial intelligence has fundamentally changed how content is now produced. It has enabled how high-fidelity text, images, audio, and videos are created, modified, an…
A parallelizable variant of HCA*
Sreenivasan Ganti, Visnu Srinivasan, Pallavi Ramicetty +3
This paper presents a parallelizable variant of the well-known Hierarchical Cooperative A* algorithm (HCA*) for the multi-agent path finding (MAPF) problem. In this variant, all ag…
Data-Driven Application Maintenance: Views from the Trenches
Janardan Misra, Shubhashis Sengupta, Divya Rawat +2
In this paper we present our experience during design, development, and pilot deployments of a data-driven machine learning based application maintenance solution. We implemented a…