Interpretability

DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference ACL 2025 EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models EMNLP 2025 ECC: An Emotion-Cause Conversation Dataset for Empathy Response EMNLP 2025 ECERC: Evidence-Cause Attention Network for Multi-Modal Emotion Recognition in Conversation ACL 2025 Editable Concept Bottleneck Models ICML 2025 Efficient and Accurate Explanation Estimation with Distribution Compression ICLR 2025 Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition ICLR 2025 Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming IJCAI 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection AAAI 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract) IJCAI 2025 Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers ICCV 2025 EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding EMNLP 2025 EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models EMNLP 2025 Eigenspectrum Analysis of Neural Networks without Aspect Ratio Bias ICML 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025 Eliciting Causal Abilities in Large Language Models for Reasoning Tasks AAAI 2025 Eliciting Language Model Behaviors with Investigator Agents ICML 2025 Eliciting Textual Descriptions from Representations of Continuous Prompts ACL 2025 Eliminating Position Bias of Language Models: A Mechanistic Approach ICLR 2025 Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare EMNLP 2025 EMaP: Explainable AI with Manifold-based Perturbations JMLR 2025 Embedding Style Beyond Topics: Analyzing Dispersion Effects Across Different Language Models COLING 2025 Emergence of a High-Dimensional Abstraction Phase in Language Transformers ICLR 2025 Emergence of symbolic abstraction heads for in-context learning in large language models COLING 2025