Faithfulness Evaluation for Decoder-only LLM Attributions with Controlled Retained Information

Xin Huang, Antoni B. Chan

Large Language Models (LLMs) are increasingly evaluated with input attribution methods, yet comparing such explanations remains challenging. Existing soft-perturbation faithfulness…