Interpretability

HaRMoNEE at SemEval-2024 Task 6: Tuning-based Approaches to Hallucination Recognition SemEval 2024 Harnessing Personalization Methods to Identify and Predict Unreliable Information Spreader Behavior NAACL 2024 Harnessing Toulmin’s theory for zero-shot argument explication ACL 2024 Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models COLING 2024 HateCOT: An Explanation-Enhanced Dataset for Generalizable Offensive Speech Detection via Large Language Models EMNLP 2024 HD-Eval: Aligning Large Language Model Evaluators Through Hierarchical Criteria Decomposition ACL 2024 HelmFluid: Learning Helmholtz Dynamics for Interpretable Fluid Prediction ICML 2024 HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty Decoding EMNLP 2024 Helpful or Harmful Data? Fine-tuning-free Shapley Attribution for Explaining Language Model Predictions ICML 2024 HENASY: Learning to Assemble Scene-Entities for Interpretable Egocentric Video-Language Model NeurIPS 2024 Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization EMNLP 2024 Hierarchical Programmatic Option Framework NeurIPS 2024 Hierarchical Selective Classification NeurIPS 2024 Hint-AD: Holistically Aligned Interpretability in End-to-End Autonomous Driving CoRL 2024 HIT-MI&T Lab at SemEval-2024 Task 6: DeBERTa-based Entailment Model is a Reliable Hallucination Detector SemEval 2024 HoLM: Analyzing the Linguistic Unexpectedness in Homeric Poetry COLING 2024 Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries EMNLP 2024 Householder Pseudo-Rotation: A Novel Approach to Activation Editing in LLMs with Direction-Magnitude Perspective EMNLP 2024 How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States EMNLP 2024 How and where does CLIP process negation? ACL 2024 How Are Metaphors Processed by Language Models? The Case of Analogies CoNLL 2024 How Diffusion Models Learn to Factorize and Compose NeurIPS 2024 How does GPT-2 Predict Acronyms? Extracting and Understanding a Circuit via Mechanistic Interpretability AISTATS 2024 How do Language Models Bind Entities in Context? ICLR 2024 How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio? Interspeech 2024