model analysis

A Graph-Theoretical Framework for Analyzing the Behavior of Causal Language Models EMNLP 2025 Beyond the Leaderboard: Understanding Performance Disparities in Large Language Models via Model Diffing EMNLP 2025 Calibration Across Layers: Understanding Calibration Evolution in LLMs EMNLP 2025 Circuit-Tracer: A New Library for Finding Feature Circuits EMNLP 2025 Explainability and Interpretability of Multilingual Large Language Models: A Survey EMNLP 2025 Fingerprinting LLMs through Survey Item Factor Correlation: A Case Study on Humor Style Questionnaire EMNLP 2025 From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025 Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection ICLR 2025 How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads EMNLP 2025 Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework EMNLP 2025 Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety EMNLP 2025 Know-MRI: A Knowledge Mechanisms Revealer&Interpreter for Large Language Models ACL 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 TRACE: Training and Inference-Time Interpretability Analysis for Language Models EMNLP 2025 Causal Estimation of Memorisation Profiles ACL 2024 Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods CVPR 2024 Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2 EMNLP 2024 Measuring Per-Unit Interpretability at Scale Without Humans NeurIPS 2024 Properties and Challenges of LLM-Generated Explanations NAACL 2024 Transformer Doctor: Diagnosing and Treating Vision Transformers NeurIPS 2024 A Predictive Factor Analysis of Social Biases and Task-Performance in Pretrained Masked Language Models EMNLP 2023 Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors ACL 2023 Emergent Modularity in Pre-trained Transformers ACL 2023 Inseq: An Interpretability Toolkit for Sequence Generation Models ACL 2023 Local Interpretation of Transformer Based on Linear Decomposition ACL 2023