4 papers
GRPO for Financial Advice Generation: Outperforming Commercial LLMs under CATE Evaluation
Ofir Ben Shoham, Shrutendra Harsola, Vignesh Subrahmaniam +3
Generating actionable financial advice from business records demands that models integrate numerical reasoning, domain knowledge, and sound judgment, while avoiding recommendations…
Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs
Shrutendra Harsola, Vignesh Subrahmaniam, Vikas Raturi +7
Small and medium-sized businesses need timely financial guidance, yet historical accounting logs record self-selected and often co-occurring business changes rather than randomized…
Accounting Graph Transformer for Short-History Multi-KPI Forecasting in Small Businesses
Shrutendra Harsola, Vignesh Subrahmaniam
Small businesses often have only 12-24 months of accounting history, yet planning and risk workflows require coordinated forecasts across financial statements. We study joint 12-mo…
BookSQL: A Large Scale Text-to-SQL Dataset for Accounting Domain
Rahul Kumar, Amar Raja Dibbu, Shrutendra Harsola +2
Several large-scale datasets (e.g., WikiSQL, Spider) for developing natural language interfaces to databases have recently been proposed. These datasets cover a wide breadth of dom…