Interpretability

ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs EACL 2026 A Reasoning Paradigm for Named Entity Recognition AAAI 2026 Are Emotion and Rhetoric Neurons in LLM? Neuron Recognition and Adaptive Masking for Emotion-Rhetoric Prediction Steering ACL 2026 Are My Optimized Prompts Compromised? Exploring Vulnerabilities of LLM-based Optimizers EACL 2026 Argument-Based Consistency in Toxicity Explanations of LLMs EACL 2026 ART: Adaptive Reasoning Trees for Explainable Claim Verification EACL 2026 ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM AAAI 2026 A Shared Geometry of Difficulty in Multilingual Language Models ACL 2026 Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing AAAI 2026 A Theoretical Analysis of Detecting Large Model-Generated Time Series AAAI 2026 A Tool Bottleneck Framework for Clinically-Informed and Interpretable Medical Image Understanding MIDL 2026 Attribution-Guided Multi-Object Hallucination and Bias Detection in Vision-Language Models EACL 2026 AudioSAE: Towards Understanding of Audio-Processing Models with Sparse AutoEncoders EACL 2026 Auditing Language Model Unlearning via Information Decomposition EACL 2026 A Unified View on Emotion Representation in Large Language Models EACL 2026 AuthGuard: Generalizable Deepfake Detection via Language Guidance WACV 2026 AutoMalDesc: Large-Scale Script Analysis for Cyber Threat Research AAAI 2026 Automated Unified Reasoning with Vision-Language Models for Multi-modal Burn Assessment AAAI 2026 Back to the Feature: Explaining Video Classifiers with Video Counterfactual Explanations CVPR 2026 BanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla Summarization EACL 2026 Benchmarking and Mitigating the Impact of Noisy User Prompts in Medical VLMs via Cross-Modal Reflection EACL 2026 Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models AAAI 2026 Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Settings: An Interpretable and Probabilistic Patient Environment for Doctor Agents AAAI 2026 Benchmarking XAI Explanations with Human-Aligned Evaluations AAAI 2026 BERT, are you paying attention? Attention regularization with human-annotated rationales EACL 2026