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Interpretability

7,318 papers

Papers per year

Papers

Interpretable Sparse Features for Probing Self-Supervised Speech Models IJCNLP 2025
Thesis Proposal: Interpretable Reasoning Enhancement in Large Language Models through Puzzle and Ontological Task Analysis IJCNLP 2025
Investigating Training and Generalization in Faithful Self-Explanations of Large Language Models IJCNLP 2025
Could you BE more sarcastic? A Cognitive Approach to Bidirectional Sarcasm Understanding in Language Models IJCNLP 2025
Visualizing and Benchmarking LLM Factual Hallucination Tendencies via Internal State Analysis and Clustering IJCNLP 2025
VariantBench: A Framework for Evaluating LLMs on Justifications for Genetic Variant Interpretation IJCNLP 2025
Source Attribution for Large Language Models IJCNLP 2025
Human–Agent Teaming for Higher-Order Thinking Augmentation IJCNLP 2025
StanceMining: An open-source stance detection library supporting time-series and visualization IJCNLP 2025
Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection IJCNLP 2025
Atomic Calibration of LLMs in Long-Form Generations IJCNLP 2025
Information-theoretic Distinctions Between Deception and Confusion IJCNLP 2025
Multilingual Political Views of Large Language Models: Identification and Steering IJCNLP 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! IJCNLP 2025
Moral Self-correction is Not An Innate Capability in Language Models IJCNLP 2025
Isolating Culture Neurons in Multilingual Large Language Models IJCNLP 2025
Unveiling the Influence of Amplifying Language-Specific Neurons IJCNLP 2025
TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context IJCNLP 2025
Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025
Surprisal Dynamics for the Detection of Multi-Word Expressions in English IJCNLP 2025
Seeing Through the Mask: AI-Generated Text Detection with Similarity-Guided Graph Reasoning IJCNLP 2025
Modular Arithmetic: Language Models Solve Math Digit by Digit IJCNLP 2025
CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering IJCNLP 2025
To Generate or Discriminate? Methodological Considerations for Measuring Cultural Alignment in LLMs IJCNLP 2025
Decoding Emergent Big Five Traits in Large Language Models: Temperature-Dependent Expression and Architectural Clustering IJCNLP 2025