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Interpretability

7318 directly classified papers

Papers per year

Papers

HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection IJCNLP 2025

o-MEGA: Optimized Methods for Explanation Generation and Analysis EMNLP 2025

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

From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025

Mapping the Minds of LLMs: A Graph-Based Analysis of Reasoning LLMs EMNLP 2025

Towards a Unified Paradigm of Concept Editing in Large Language Models EMNLP 2025

Are Humans as Brittle as Large Language Models? IJCNLP 2025

ReasoningWeekly: A General Knowledge and Verbal Reasoning Challenge for Large Language Models IJCNLP 2025

Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025

ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models EMNLP 2025

PychoAgent: Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events EMNLP 2025

GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models EMNLP 2025

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild EMNLP 2025

uir-cis at SemEval-2025 Task 3: Detection of Hallucinations in Generated Text SEMEVAL 2025

Enhancing Skin Disease Diagnosis: Interpretable Visual Concept Discovery with SAM WACV 2025

SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection SEMEVAL 2025

When Truthful Representations Flip Under Deceptive Instructions? EMNLP 2025

V-SEAM: Visual Semantic Editing and Attention Modulating for Causal Interpretability of Vision-Language Models EMNLP 2025

Paladin: Understanding Video Intentions in Political Advertisement Videos WACV 2025

VerbaNexAI at SemEval-2025 Task 3: Fact Retrieval with Google Snippets for LLM Context Filtering to identify Hallucinations SEMEVAL 2025

Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? IJCNLP 2025

Learning Visual-Semantic Hierarchical Attribute Space for Interpretable Open-Set Recognition WACV 2025

On Explaining Knowledge Distillation: Measuring and Visualising the Knowledge Transfer Process WACV 2025

Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025

Uncertainty-Aware Regularization for Image-to-Image Translation WACV 2025