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Explanation Generation

Papers

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Showing 151–200 of 235 papers

TitleStatusHype
FASTER-CE: Fast, Sparse, Transparent, and Robust Counterfactual Explanations—0
Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPTCode0
Exploring Effectiveness of Explanations for Appropriate Trust: Lessons from Cognitive Psychology—0
Learning to Generate Explanation from e-Hospital Services for Medical SuggestionCode0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in RecommendationCode0
What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components—0
RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data—0
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations—0
Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems—0
EGCR: Explanation Generation for Conversational Recommendation—0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language ExplanationsCode0
Creating an Explainable Intrusion Detection System Using Self Organizing Maps—0
NN2Rules: Extracting Rule List from Neural NetworksCode0
M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems—0
Textual Explanations and Critiques in Recommendation Systems—0
Multi-Scale Distribution Deep Variational Autoencoder for Explanation Generation—0
Improving Personalized Explanation Generation through Visualization—0
Explainable Assessment of Healthcare Articles with QA—0
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts—0
Generating Fluent Fact Checking Explanations with Unsupervised Post-Editing—0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
A Deep Generative XAI Framework for Natural Language Inference Explanations Generation—0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
Counterfactual Explanations for Models of CodeCode0
Parameterized Explanations for Investor / Company Matching—0
Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation—0
Explainable Assessment of Healthcare Articles with QA—0
A Framework for Rationale Extraction for Deep QA models—0
Truth Table Deep Convolutional Neural Network, A New SAT-Encodable Architecture - Application To Complete Robustness—0
Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy LogicCode0
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations—0
Diagnostics-Guided Explanation Generation—0
Are Training Resources Insufficient? Predict First Then Explain!—0
A Framework for Learning Ante-hoc Explainable Models via ConceptsCode0
Explanations for CommonsenseQA: New Dataset and Models—0
Automatic Claim Review for Climate Science via Explanation Generation—0
Explainable Debugger for Black-box Machine Learning ModelsCode0
How to Do Human Evaluation: Best Practices for User Studies in NLP—0
Not all users are the same: Providing personalized explanations for sequential decision making problems—0
An Information Retrieval Approach to Building Datasets for Hate Speech DetectionCode0
Generating Contrastive Explanations for Inductive Logic Programming Based on a Near Miss Approach—0
A Three-step Method for Multi-Hop Inference Explanation Regeneration—0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
A Framework of Explanation Generation toward Reliable Autonomous Robots—0
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards—0
Explanation as a Defense of Recommendation—0
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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