Evaluating and Explaining Prompt Sensitivity of LLMs Using Interactions

Published in ICML, 2026

Recommended citation: Qin, R., Wang, Q., Wang, T., Wei, Z., & Shen, W. Evaluating and Explaining Prompt Sensitivity of LLMs Using Interactions. In ICML 2026. https://icml.cc/virtual/2026/poster/65089

Abstract. This paper introduces an interaction-based metric to evaluate and explain prompt sensitivity in large language models from a fine-grained perspective.

Authors: Ruiyang Qin, Qingzhuo Wang, Tian Wang, Zhihua Wei, Wen Shen.

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