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Artificial Intelligence › Core AI ›

Explainability

41 papers

Papers per year

2

3

1

3

32

Papers

Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation ACL 2026

PR-XAI: PageRank-Based Feature Attribution for Transformers ACL 2026

REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control ACL 2026

Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models ACL 2026

TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs ACL 2026

Faithful Serum: Mitigating the Faithfulness Gap in Textual Explanations of LLM Decisions via Attribution Guidance ACL 2026

Believing without Seeing: Quality Scores for Contextualizing Vision-Language Model Explanations ACL 2026

Tracing Logit Trajectories Across Layer Depth: Dataset-Level Explainability for Language Models ACL 2026

NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons ACL 2026

MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning ACL 2026

Exploring and Distilling Multi-Dimensional Clues for Interpretable Social Bot Detection ACL 2026

DEFT: Demystifying VLN Failures via a Unified Dual-View Explainability Framework for LLM-based Agents ACL 2026

Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline ACL 2026

Quantifying and Understanding Uncertainty in Large Reasoning Models ACL 2026

SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models ACL 2026

Towards Explainable Diagnosis: A Self-learned Explanatory Knowledge Base Approach ACL 2026

From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context ACL 2026

A Lightweight Explainable Guardrail for Prompt Safety ACL 2026

Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI ACL 2026

BanHADEX: Towards Explainable HAte Speech Detection in Bangla Using Human Annotated EXplanation ACL 2026

Explaining Sources of Uncertainty in Automated Fact-Checking ACL 2026

Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization ACL 2026

Interpreto: An Explainability Library for Transformers ACL 2026

mllm-shap: A Shapley Value Explainability Platform for Text-Audio Multimodal Large Language Models ACL 2026

JobMatchAI - An Intelligent Job Matching Platform Using Knowledge Graphs, Semantic Search and Explainable AI ACL 2026