model interpretability

Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making ICLR 2024 DiConStruct: Causal Concept-based Explanations through Black-Box Distillation CLeaR 2024 Digital Socrates: Evaluating LLMs through Explanation Critiques ACL 2024 Discovering and Mitigating Indirect Bias in Attention-Based Model Explanations NAACL 2024 Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation EMNLP 2024 Dissenting Explanations: Leveraging Disagreement to Reduce Model Overreliance AAAI 2024 Distillation with Explanations from Large Language Models COLING 2024 Enhancing Training Data Attribution for Large Language Models with Fitting Error Consideration EMNLP 2024 Estimating the Causal Effects of Natural Logic Features in Transformer-Based NLI Models COLING 2024 Evaluating Readability and Faithfulness of Concept-based Explanations EMNLP 2024 Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024 Explaining Language Model Predictions with High-Impact Concepts EACL 2024 Explaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings COLING 2024 Explanation Extraction from Hierarchical Classification Frameworks for Long Legal Documents NAACL 2024 Exploring and Mitigating Shortcut Learning for Generative Large Language Models COLING 2024 Factorized Explainer for Graph Neural Networks AAAI 2024 Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals ICLR 2024 Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals AAAI 2024 Finding Transformer Circuits With Edge Pruning NeurIPS 2024 Goodhart’s Law Applies to NLP’s Explanation Benchmarks EACL 2024 GradTree: Learning Axis-Aligned Decision Trees with Gradient Descent AAAI 2024 Graph Learning for Numeric Planning NeurIPS 2024 Improving Decision Sparsity NeurIPS 2024 Incremental Residual Concept Bottleneck Models CVPR 2024 Information Flow Routes: Automatically Interpreting Language Models at Scale EMNLP 2024