Interpretability

MedCoT: Medical Chain of Thought via Hierarchical Expert EMNLP 2024 Media Attitude Detection via Framing Analysis with Events and their Relations EMNLP 2024 Media Framing: A typology and Survey of Computational Approaches Across Disciplines ACL 2024 Medical Entity Disambiguation with Medical Mention Relation and Fine-grained Entity Knowledge COLING 2024 Medical-FLAVORS: A Figurative Language and Vocabulary Open Repository for Spanish in the Medical Domain COLING 2024 Medico: Towards Hallucination Detection and Correction with Multi-source Evidence Fusion EMNLP 2024 Meme-ingful Analysis: Enhanced Understanding of Cyberbullying in Memes Through Multimodal Explanations EACL 2024 Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture ICML 2024 Memorization Through the Lens of Curvature of Loss Function Around Samples ICML 2024 Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs NeurIPS 2024 Meta-Cognitive Analysis: Evaluating Declarative and Procedural Knowledge in Datasets and Large Language Models COLING 2024 Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving NeurIPS 2024 MFABA: A More Faithful and Accelerated Boundary-Based Attribution Method for Deep Neural Networks AAAI 2024 MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment AAAI 2024 MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models ACL 2024 Mining, Assessing, and Improving Arguments in NLP and the Social Sciences COLING 2024 Mirror: Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning ACL 2024 Mission: Impossible Language Models ACL 2024 Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination ACL 2024 Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual Information NAACL 2024 Mitigating Hallucinations in Large Vision-Language Models (LVLMs) via Language-Contrastive Decoding (LCD) ACL 2024 Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding ACL 2024 Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free Metrics EMNLP 2024 MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark NeurIPS 2024 MMNeuron: Discovering Neuron-Level Domain-Specific Interpretation in Multimodal Large Language Model EMNLP 2024