conftrace_

faithful explanation

37 papers

Explore in graph

Co-occurring keywords

model interpretability (519) feature attribution (280) large language model (13587) text classification (6793) explainable ai (480) natural language explanation (82) knowledge graph (1837) natural language inference (1287) attention mechanism (4001) gradient-based attribution (17)

Papers

Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization ACL 2026
Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale Verifier AAAI 2026
FaithLM: Towards Faithful Explanations for Large Language Models EACL 2026
Making Sense of LLM Decisions: A Prototype-based Framework for Explainable Classification AAAI 2026
REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control ACL 2026
Actionable Interpretability for Churn Classification: A Text Bottleneck Model Case Study at a Major Telecom Provider ACL 2026
Multi-Level Explanations for Generative Language Models ACL 2025
EMaP: Explainable AI with Manifold-based Perturbations JMLR 2025
Higher Order Structures for Graph Explanations AAAI 2025
Soft Local Completeness: Rethinking Completeness in XAI ICCV 2025
Drift: Enhancing LLM Faithfulness in Rationale Generation via Dual-Reward Probabilistic Inference ACL 2025
Bridging the Faithfulness Gap in Prototypical Models NAACL 2025
Graph-Guided Textual Explanation Generation Framework EMNLP 2025
Towards More Faithful Natural Language Explanation Using Multi-Level Contrastive Learning in VQA AAAI 2024
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering EMNLP 2024
Atomic Inference for NLI with Generated Facts as Atoms EMNLP 2024
Sparse and Faithful Explanations Without Sparse Models AISTATS 2024
Wrapper Boxes for Faithful Attribution of Model Predictions to Training Data EMNLP 2024
Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability NIPS 2023
DARE: Towards Robust Text Explanations in Biomedical and Healthcare Applications ACL 2023
MaNtLE: Model-agnostic Natural Language Explainer EMNLP 2023
Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training ACL 2023
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI AAAI 2023
SEAT: Stable and Explainable Attention AAAI 2023
Model Distillation for Faithful Explanations of Medical Code Predictions ACL 2022