conftrace_

faithful explanation

42 papers

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Co-occurring keywords · papers mentioning both

model interpretability (10) feature attribution (8) large language model (6) text classification (6) natural language explanation (5) explainable ai (5) interpretable model (3) knowledge graph (3) natural language inference (3) attention mechanism (3)

Papers

Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI AAAI 2023 MaNtLE: Model-agnostic Natural Language Explainer EMNLP 2023 SEAT: Stable and Explainable Attention AAAI 2023 Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training ACL 2023 An Empirical Study on Explanations in Out-of-Domain Settings ACL 2022 Faithful Knowledge Graph Explanations in Commonsense Question Answering EMNLP 2022 Locally Distributed Activation Vectors for Guided Feature Attribution COLING 2022 Model Distillation for Faithful Explanations of Medical Code Predictions ACL 2022 ProtoTEx: Explaining Model Decisions with Prototype Tensors ACL 2022 Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience EMNLP 2021 Faithfully Explainable Recommendation via Neural Logic Reasoning NAACL 2021 Measuring Association Between Labels and Free-Text Rationales EMNLP 2021 Rationales for Sequential Predictions EMNLP 2021 Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection ACL 2020 Learning to Faithfully Rationalize by Construction ACL 2020 Towards Faithfully Interpretable NLP Systems: How Should We Define and Evaluate Faithfulness? ACL 2020 Towards Transparent and Explainable Attention Models ACL 2020