robustness-evaluation
staining-robustness-evaluation
A Protocol for Evaluating Robustness to H&E Staining Variation in Computational Pathology Models
This repository provides the stain references, pretrained models, and experimental results required to:
Define custom staining references using our PLISM reference library
Reproduce our published controlled staining robustness experiments
👉 Code repository: https://github.com/lely475/staining-robustness-evaluation/tree/main
👉 Associated publication: Paper
Overview: How… See the full description on the dataset page: https://huggingface.co/datasets/CTPLab-DBE-UniBas/staining-robustness-evaluation.certainty-robustness-llm-evaluation
Certainty Robustness Benchmark
This repository accompanies the paper:
Certainty robustness: Evaluating LLM stability under self-challenging promptsMohammadreza Saadat, Steve NemzerarXiv:2603.03330, 2026https://arxiv.org/abs/2603.03330
Overview
The Certainty Robustness Benchmark evaluates how large language models (LLMs) behave when their initial answers are challenged by follow-up prompts such as:
“Are you sure?”
“You are wrong!”
confidence elicitation prompts
Rather… See the full description on the dataset page: https://huggingface.co/datasets/Reza-Telus/certainty-robustness-llm-evaluation.