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Interpretability

7,318 papers

Papers per year

Papers

CAPE: Context-Aware Personality Evaluation Framework for Large Language Models EMNLP 2025
Sarcasm-R1: Enhancing Sarcasm Detection through Focused Reasoning EMNLP 2025
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025
How Reliable is Multilingual LLM-as-a-Judge? EMNLP 2025
Can you SPLICE it together? A Human Curated Benchmark for Probing Visual Reasoning in VLMs EMNLP 2025
Attribution and Application of Multiple Neurons in Multimodal Large Language Models EMNLP 2025
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA EMNLP 2025
Unraveling Misinformation Propagation in LLM Reasoning EMNLP 2025
Disentangling Language Understanding and Reasoning Structures in Cross-lingual Chain-of-Thought Prompting EMNLP 2025
FESTA: Functionally Equivalent Sampling for Trust Assessment of Multimodal LLMs EMNLP 2025
Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty EMNLP 2025
Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025
FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs EMNLP 2025
Dialectal Toxicity Detection: Evaluating LLM-as-a-Judge Consistency Across Language Varieties EMNLP 2025
Idola Tribus of AI: Large Language Models tend to perceive order where none exists EMNLP 2025
Explainable Text Classification with LLMs: Enhancing Performance through Dialectical Prompting and Explanation-Guided Training EMNLP 2025
Logic-Thinker: Teaching Large Language Models to Think more Logically. EMNLP 2025
SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone EMNLP 2025
Spelling-out is not Straightforward: LLMs’ Capability of Tokenization from Token to Characters EMNLP 2025
A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models EMNLP 2025
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025
Modeling Subjectivity in Cognitive Appraisal with Language Models EMNLP 2025
Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness EMNLP 2025
This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering EMNLP 2025
Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025