Beyond One Output: Visualizing and Comparing Distributions of Language Model Generations

This research paper addresses the limitation of users interacting with language models via single outputs, which hides the full distribution of possible generations. It introduces GROVE, an interactive visualization that represents multiple LM generations as overlapping paths in a text graph, revealing shared structure and branching points for better understanding.