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Interpretability

7318 directly classified papers

Papers per year

Papers

The Confidence Paradox: Can LLM Know When It’s Wrong? IJCNLP 2025
The Visual Counter Turing Test (VCT²): A Benchmark for Evaluating AI-Generated Image Detection and the Visual AI Index (V_AI) IJCNLP 2025
Think Twice: Test-Time Reasoning for Robust CLIP Zero-Shot Classification ICCV 2025
On the Consistency of Video Large Language Models in Temporal Comprehension CVPR 2025
ProofTeller: Exposing recency bias in LLM reasoning and its side effects on communication IJCNLP 2025
SciHallu: A Multi-Granularity Hallucination Detection Dataset for Scientific Writing IJCNLP 2025
SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025
Fine-grained Confidence Estimation for Spurious Correctness Detection in Large Language Models IJCNLP 2025
Interpreting Multi-Attribute Confounding through Numerical Attributes in Large Language Models IJCNLP 2025
Soft Local Completeness: Rethinking Completeness in XAI ICCV 2025
FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025
VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models CVPR 2025
Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? IJCNLP 2025
How Reliable are Causal Probing Interventions? IJCNLP 2025
Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025
Explainable Ethical Assessment on Human Behaviors by Generating Conflicting Social Norms IJCNLP 2025
HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection IJCNLP 2025
Riemannian-Geometric Fingerprints of Generative Models ICCV 2025
GCAV: A Global Concept Activation Vector Framework for Cross-Layer Consistency in Interpretability ICCV 2025
Language Models Identify Ambiguities and Exploit Loopholes EMNLP 2025
Discursive Circuits: How Do Language Models Understand Discourse Relations? EMNLP 2025
Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation EMNLP 2025
Evaluating Taxonomy Free Character Role Labeling (TF-CRL) in News Stories using Large Language Models EMNLP 2025
Neuron-Level Differentiation of Memorization and Generalization in Large Language Models EMNLP 2025
Semi-supervised Concept Bottleneck Models ICCV 2025