SqPal - text to SQL GenAI tool for PayPal
The advent of Large Language Models (LLMs) has transformed traditional practices in product data science. In this presentation, we explore the complete lifecycle of GenAI tools within product data science teams, using the PayPal digital wallet data science team as an example. Specifically, we focus on the GenAI-powered text-to-SQL model we developed to support data scientists. This tool significantly reduces the time spent on ad-hoc data retrieval tasks—critical for business operations but often resource-intensive. We will delve into our modeling approach and demonstrate the tool’s fast and secure implementation. Additionally, we will discuss our user data collection and feedback processes, and how periodic measurement of the tool performance using a unique question bank for PayPal data has ensured the tool’s continuous improvement. Finally, we will address key challenges in adopting GenAI tools in large organizations, including gaps in data catalogs and the inherent complexities of data structures and lifecycles.
Mon 28 AprDisplayed time zone: Eastern Time (US & Canada) change
16:00 - 17:30 | Generative Model EngineeringResearch and Experience Papers / Industry Talks at 208 Chair(s): Manel Abdellatif École de Technologie Supérieure | ||
16:00 15mTalk | DDPT: Diffusion Driven Prompt Tuning for Large Language Model Code Generation Research and Experience Papers Jinyang Li The University of Adelaide, Sangwon Hyun CREST, University of Adelaide, Muhammad Ali Babar School of Computer Science, The University of Adelaide | ||
16:15 15mTalk | Engineering LLM Powered Multi-agent Framework for Autonomous CloudOpsDistinguished paper Award Candidate Research and Experience Papers Kannan Parthasarathy MontyCloud, Karthik Vaidhyanathan IIIT Hyderabad, Rudra Dhar SERC, IIIT Hyderabad, India, Venkat Krishnamachari MontyCloud, Adyansh Kakran International Institute of Information Technology, Hyderabad, Sreemaee Akshathala IIIT Hyderabad, Shrikara Arun IIIT Hyderabad, Amey Karan IIIT Hyderabad, Basil Muhammed MontyCloud, Sumant Dubey MontyCloud, Mohan Veerubhotla MontyCloud | ||
16:30 15mTalk | Generating and Verifying Synthetic Datasets with Requirements Engineering Research and Experience Papers Lynn Vonderhaar Embry-Riddle Aeronautical University, Timothy Elvira Embry-Riddle Aeronautical University, Omar Ochoa Embry-Riddle Aeronautical University Pre-print | ||
16:45 15mTalk | LLM-Based Safety Case Generation for Baidu Apollo: Are We There Yet? Research and Experience Papers | ||
17:00 12mTalk | SqPal - text to SQL GenAI tool for PayPal Industry Talks | ||
17:12 18mOther | Discussion Research and Experience Papers |