SOTAVerified

Explanation Generation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 235 papers

TitleStatusHype
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations—0
Interpretability of Blackbox Machine Learning Models through Dataview Extraction and Shadow Model creation—0
InterPrompt: Interpretable Prompting for Interrelated Interpersonal Risk Factors in Reddit Posts—0
Is Explanation the Cure? Misinformation Mitigation in the Short Term and Long Term—0
Joint Mind Modeling for Explanation Generation in Complex Human-Robot Collaborative Tasks—0
LLMExplainer: Large Language Model based Bayesian Inference for Graph Explanation Generation—0
LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection—0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers—0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision TransformersCode0
Tell Me Why: Explainable Public Health Fact-Checking with Large Language ModelsCode0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
Preference Distillation for Personalized Generative RecommendationCode0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in RecommendationCode0
Explainable Debugger for Black-box Machine Learning ModelsCode0
Textual Explanations for Automated Commentary DrivingCode0
XEdgeAI: A Human-centered Industrial Inspection Framework with Data-centric Explainable Edge AI ApproachCode0
Advisable Learning for Self-Driving Vehicles by Internalizing Observation-to-Action RulesCode0
RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-CheckingCode0
IndMask: Inductive Explanation for Multivariate Time Series Black-Box ModelsCode0
A Framework for Learning Ante-hoc Explainable Models via ConceptsCode0
Adapting to Change: Robust Counterfactual Explanations in Dynamic Data LandscapesCode0
Beyond Persuasion: Towards Conversational Recommender System with Credible ExplanationsCode0
Show:102550
← PrevPage 8 of 10Next →
All datasetsWHOOPS!CLEVR-Xe-SNLI-VEVCRVQA-X

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1VLIS (Lynx)Accuracy80—Unverified
2VLIS (LLaVA)Accuracy73—Unverified
3Ground-truth Caption -> GPT3 (Oracle)Human (%)68—Unverified
4Predicted Caption -> GPT3Human (%)33—Unverified
5BLIP2 FlanT5-XXL (Fine-tuned)Human (%)27—Unverified
6BLIP2 FlanT5-XL (Fine-tuned)Human (%)15—Unverified
7BLIP2 FlanT5-XXL (Zero-shot)Human (%)0—Unverified
#ModelMetricClaimedVerifiedStatus
1PJ-XB487.4—Unverified
2FMB478.8—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating85.7—Unverified
2OFA-X-MTHuman Explanation Rating80.4—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-X-MTHuman Explanation Rating77.3—Unverified
2OFA-XHuman Explanation Rating68.9—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating89.5—Unverified
2OFA-X-MTHuman Explanation Rating87.8—Unverified