Scaling In, Not Up? Testing Thick Citation Context Analysis with GPT-5 and Fragile Prompts

Researchers tested GPT-5's ability to perform citation context analysis by examining how different prompt designs affect the model's interpretative readings of academic citations. The study found that while GPT-5 produces consistent surface classifications, prompt scaffolding significantly influences which interpretative frameworks and vocabularies the model emphasizes in deeper analysis.