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Interpretability

7318 directly classified papers

Papers per year

Papers

Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles EMNLP 2025
Explanation Regularisation through the Lens of Attributions COLING 2025
Can Model Uncertainty Function as a Proxy for Multiple-Choice Question Item Difficulty? COLING 2025
Who’s the Author? How Explanations Impact User Reliance in AI-Assisted Authorship Attribution EMNLP 2025
Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making EMNLP 2025
How well do LLMs reason over tabular data, really? ACL 2025
Are Language Models Consequentialist or Deontological Moral Reasoners? EMNLP 2025
Learning Visual-Semantic Hierarchical Attribute Space for Interpretable Open-Set Recognition WACV 2025
ReX: A Framework for Incorporating Temporal Information in Model-Agnostic Local Explanation Techniques AAAI 2025
Sneaking Syntax into Transformer Language Models with Tree Regularization NAACL 2025
CAMIEval: Enhancing NLG Evaluation through Multidimensional Comparative Instruction-Following Analysis NAACL 2025
Where Confabulation Lives: Latent Feature Discovery in LLMs EMNLP 2025
Analyzing Memorization in Large Language Models through the Lens of Model Attribution NAACL 2025
One fish, two fish, but not the whole sea: Alignment reduces language models’ conceptual diversity NAACL 2025
The Stochastic Parrot on LLM’s Shoulder: A Summative Assessment of Physical Concept Understanding NAACL 2025
REFIND at SemEval-2025 Task 3: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models SEMEVAL 2025
Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild EMNLP 2025
UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection SEMEVAL 2025
SCIURus: Shared Circuits for Interpretable Uncertainty Representations in Language Models NAACL 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
PatentScore: Multi-dimensional Evaluation of LLM-Generated Patent Claims EMNLP 2025
ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SEMEVAL 2025
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs NAACL 2025
FENJI at SemEval-2025 Task 3: Retrieval-Augmented Generation and Hallucination Span Detection SEMEVAL 2025
Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language Models NAACL 2025