Interpretability

Ask Asper at the Financial Misinformation Detection Challenge Task: Enhancing Financial Decision-Making: A Dual Approach Using Explainable LLMs for Misinformation Detection COLING 2025 Ask-Before-Detection: Identifying and Mitigating Conformity Bias in LLM-Powered Error Detector for Math Word Problem Solutions ACL 2025 Assessing LLM Reasoning Steps via Principal Knowledge Grounding EMNLP 2025 Assessing the Human Likeness of AI-Generated Counterspeech COLING 2025 Assessing the Reliability of LLMs Annotations in the Context of Demographic Bias and Model Explanation ACL 2025 Assessment and manipulation of latent constructs in pre-trained language models using psychometric scales ACL 2025 A Statistical Approach for Controlled Training Data Detection ICLR 2025 A Structured Framework for Evaluating and Enhancing Interpretive Capabilities of Multimodal LLMs in Culturally Situated Tasks EMNLP 2025 A Survey of Cognitive Distortion Detection and Classification in NLP EMNLP 2025 A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models EMNLP 2025 A Systematic Examination of Preference Learning through the Lens of Instruction-Following NAACL 2025 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025 ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SemEval 2025 AtlasD: Automatic Local Symmetry Discovery ICML 2025 Atomic Calibration of LLMs in Long-Form Generations IJCNLP 2025 A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025 Attention Consistency for LLMs Explanation EMNLP 2025 Attention-guided Self-reflection for Zero-shot Hallucination Detection in Large Language Models EMNLP 2025 Attention IoU: Examining Biases in CelebA using Attention Maps CVPR 2025 Attention-Only Transformers via Unrolled Subspace Denoising ICML 2025 Attention on Multiword Expressions: A Multilingual Study of BERT-based Models with Regard to Idiomaticity and Microsyntax NAACL 2025 Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025 Attention Tracker: Detecting Prompt Injection Attacks in LLMs NAACL 2025 Attention with Dependency Parsing Augmentation for Fine-Grained Attribution ACL 2025