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Interpretability

7318 directly classified papers

Papers per year

Papers

IndicSentEval: How Effectively do Multilingual Transformer Models encode Linguistic Properties for Indic Languages? IJCNLP 2025

Reliable Inline Code Documentation with LLMs: Fine-Grained Evaluation of Comment Quality and Coverage IJCNLP 2025

A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025

Moral Self-correction is Not An Innate Capability in Language Models IJCNLP 2025

Sparse Activation Editing for Reliable Instruction Following in Narratives EMNLP 2025

Isolating Culture Neurons in Multilingual Large Language Models IJCNLP 2025

Multilingual Political Views of Large Language Models: Identification and Steering IJCNLP 2025

DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning EMNLP 2025

HalluCounter: Reference-free LLM Hallucination Detection in the Wild! IJCNLP 2025

Unveiling the Influence of Amplifying Language-Specific Neurons IJCNLP 2025

Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection IJCNLP 2025

FENJI at SemEval-2025 Task 3: Retrieval-Augmented Generation and Hallucination Span Detection SEMEVAL 2025

Atomic Calibration of LLMs in Long-Form Generations IJCNLP 2025

ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SEMEVAL 2025

NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT SEMEVAL 2025

Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025

Information-theoretic Distinctions Between Deception and Confusion IJCNLP 2025

Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025

UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection SEMEVAL 2025

REFIND at SemEval-2025 Task 3: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models SEMEVAL 2025

Source Attribution for Large Language Models IJCNLP 2025

ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement EMNLP 2025

Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025

VariantBench: A Framework for Evaluating LLMs on Justifications for Genetic Variant Interpretation IJCNLP 2025

Human–Agent Teaming for Higher-Order Thinking Augmentation IJCNLP 2025