conftrace_

explanation faithfulness

18 papers

Explore in graph

Co-occurring keywords

model interpretability (519) large language model (13587) neural network (6616) feature attribution (280) cross-domain classification (31) natural language explanation (82) attention regularization (15) language model (4599) token classification (160) explanation generation (190)

Papers

Self-Critique and Refinement for Faithful Natural Language Explanations EMNLP 2025
Learning from Sufficient Rationales: Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies AACL 2025
A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations EMNLP 2025
Learning from Sufficient Rationales: Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies IJCNLP 2025
On the Complexity-Faithfulness Trade-off of Gradient-Based Explanations ICCV 2025
On Measuring Faithfulness or Self-consistency of Natural Language Explanations ACL 2024
On the Faithfulness of Vision Transformer Explanations CVPR 2024
Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers AISTATS 2024
Comparing Explanation Faithfulness between Multilingual and Monolingual Fine-tuned Language Models NAACL 2024
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations AAAI 2024
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering EMNLP 2024
A Hypothesis-Driven Framework for the Analysis of Self-Rationalising Models EACL 2024
Quantifying Uncertainty in Natural Language Explanations of Large Language Models AISTATS 2024
LEXPLAIN: Improving Model Explanations via Lexicon Supervision ACL 2023
Framework for Evaluating Faithfulness of Local Explanations ICML 2022
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification ACL 2021
Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? EMNLP 2020
Towards Robust Interpretability with Self-Explaining Neural Networks NIPS 2018