Artificial Intelligence › Core AI ›

Interpretability

7318 directly classified papers

Papers per year

Papers

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

Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 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

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

Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text EMNLP 2025

Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning ACL 2025

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

FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025

Does Visual Grounding Enhance the Understanding of Embodied Knowledge in Large Language Models? EMNLP 2025

Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes ACL 2025

Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract) IJCAI 2025

Know Your Mistakes: Towards Preventing Overreliance on Task-Oriented Conversational AI Through Accountability Modeling ACL 2025

Interpretable Generative Models through Post-hoc Concept Bottlenecks CVPR 2025

Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025

TimelyMed: AI-Driven Clinical Course Attribution and Temporal Mapping for Psychiatric Medical Records IJCAI 2025

DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process ACL 2025

Beyond Checkmate: Exploring the Creative Choke Points for AI Generated Texts EMNLP 2025

ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025

Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025

SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025

BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology CVPR 2025

𝛿-Stance: A Large-Scale Real World Dataset of Stances in Legal Argumentation ACL 2025

DEL-ToM: Inference-Time Scaling for Theory-of-Mind Reasoning via Dynamic Epistemic Logic EMNLP 2025

Probing LLM World Models: Enhancing Guesstimation with Wisdom of Crowds Decoding EMNLP 2025