Detecting out-of-distribution text using topological features of transformer-based language models

Andres Pollano, Anupam Chaudhuri, Anj Simmons

To safeguard machine learning systems that operate on textual data against out-of-distribution (OOD) inputs that could cause unpredictable behaviour, we explore the use of topologi…