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Interpretability

7318 directly classified papers

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Papers

Explainability Through Human-Centric Design for XAI in Lung Cancer Detection IJCAI 2025

Colloquial Singaporean English Style Transfer with Fine-Grained Explainable Control ACL 2025

Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025

Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural Networks IJCAI 2025

Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025

Do LLMs Understand Dialogues? A Case Study on Dialogue Acts ACL 2025

Do Language Models Have Semantics? On the Five Standard Positions ACL 2025

Endowing Interpretability for Neural Cognitive Diagnosis by Efficient Kolmogorov-Arnold Networks IJCAI 2025

Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models ACL 2025

Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models ACL 2025

Run Like a Neural Network, Explain Like k-Nearest Neighbor IJCAI 2025

Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location AAAI 2025

SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025

Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices EMNLP 2025

Quality Assessment of Tabular Data using Large Language Models and Code Generation EMNLP 2025

TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction CVPR 2025

PCoT: Persuasion-Augmented Chain of Thought for Detecting Fake News and Social Media Disinformation ACL 2025

Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025

Curriculum Abductive Learning for Mitigating Reasoning Shortcuts IJCAI 2025

LaTIM: Measuring Latent Token-to-Token Interactions in Mamba Models ACL 2025

Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception ACL 2025

A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning IJCAI 2025

AERA Chat: An Interactive Platform for Automated Explainable Student Answer Assessment EMNLP 2025

Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025

Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025