2025
From Input Perception to Predictive Insight: Modeling Model Blind Spots Before They Become Errors
EMNLP 2025
Language models often struggle with idiomatic, figurative, or context-sensitive inputs, not because they produce flawed outputs, but because they misinterpret the input from the outset. We propose an input-only method for anticipating such failures using token-level likelihood features inspired by s