NLP4ALL is a project focused on advancing NLP applications in sport management research. We are presenting our vision and preliminary findings at the 2025 North American Society for Sport Management (NASSM) annual conference in San Diego. This repository contains supporting materials for our workshop presentation.
We sincerely thank NASSM and the Journal of Sport Management (JSM) for making these articles publicly available. The original articles can be accessed directly from the Earle F. Zeigler Lecture Award webpage.
The Zeigler folder contains 33 publicly available Zeigler Award lectures published in JSM. Each article is available in PDF, Markdown, and JSON formats to facilitate verification, preprocessing, and NLP analysis. Note that Dr. Damon Andrew's lecture has not yet been published in JSM. Neverthless, we transcribed his speech, delivered at this year's (2025) award reception, and included it for our analysis.
The SystemPrompt folder contains the exact system prompts (Research Assistant and Supervisor) utilized during our experiments. These prompts can help users replicate or experiment with our analyses to verify findings or extend our methodology.
- Go to Google AI Studio.
- Sign in (or register a Google account).
- Select the
Gemini 2.5 Pro Previewmodel. - Set
Temperatureto 1. - Choose
Structured OutputunderTools. - Use the system prompts provided in the
SystemPromptfolder to configureSystem Instructions. - Upload a Zeigler lecture from the
Zeiglerfolder, preferably in Markdown or JSON format. - Hit
Run.