2 papers
cs.AI2026
Pinocchio: Fast Uncertainty Estimates for Black-Box Language Models
Kevin David Hayes, Arka Pal, Haosong Zhang +2
In high-stakes decision-making applications of large language models (LLMs), practitioners require not only accurate LLMs but also uncertainty estimates for their predictions. Exis…
cs.CV2025
FineGRAIN: Evaluating Failure Modes of Text-to-Image Models with Vision Language Model Judges
Kevin David Hayes, Micah Goldblum, Vikash Sehwag +3
Text-to-image (T2I) models are capable of generating visually impressive images, yet they often fail to accurately capture specific attributes in user prompts, such as the correct…