Interpretability

Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable? NeurIPS 2024 Beyond Correlation: Interpretable Evaluation of Machine Translation Metrics EMNLP 2024 Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning EMNLP 2024 Beyond task performance: evaluating and reducing the flaws of large multimodal models with in-context-learning ICLR 2024 Beyond the Doors of Perception: Vision Transformers Represent Relations Between Objects NeurIPS 2024 Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024 Be Your Own Neighborhood: Detecting Adversarial Examples by the Neighborhood Relations Built on Self-Supervised Learning ICML 2024 BiasDora: Exploring Hidden Biased Associations in Vision-Language Models EMNLP 2024 Bias in Opinion Summarisation from Pre-training to Adaptation: A Case Study in Political Bias EACL 2024 BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024 Bi-DCSpell: A Bi-directional Detector-Corrector Interactive Framework for Chinese Spelling Check EMNLP 2024 Biologically Inspired Learning Model for Instructed Vision NeurIPS 2024 BiScope: AI-generated Text Detection by Checking Memorization of Preceding Tokens NeurIPS 2024 BMX: Boosting Natural Language Generation Metrics with Explainability EACL 2024 Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models? EMNLP 2024 Bootstrapping Variational Information Pursuit with Large Language and Vision Models for Interpretable Image Classification ICLR 2024 Boundary-Aware Uncertainty for Feature Attribution Explainers AISTATS 2024 BrainBits: How Much of the Brain are Generative Reconstruction Methods Using? NeurIPS 2024 Brain Decodes Deep Nets CVPR 2024 Bridging Word-Pair and Token-Level Metaphor Detection with Explainable Domain Mining ACL 2024 Bypassing LLM Watermarks with Color-Aware Substitutions ACL 2024 Calibrating Large Language Models Using Their Generations Only ACL 2024 Calibrating LLMs with Preference Optimization on Thought Trees for Generating Rationale in Science Question Scoring EMNLP 2024 Calibrating Long-form Generations From Large Language Models EMNLP 2024 Calibrating Reasoning in Language Models with Internal Consistency NeurIPS 2024