SOTAVerified

Explanation Generation

Papers

Showing 176200 of 235 papers

TitleStatusHype
A Deep Generative XAI Framework for Natural Language Inference Explanations Generation0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning0
Counterfactual Explanations for Models of CodeCode0
Parameterized Explanations for Investor / Company Matching0
Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation0
Explainable Assessment of Healthcare Articles with QA0
A Framework for Rationale Extraction for Deep QA models0
Truth Table Deep Convolutional Neural Network, A New SAT-Encodable Architecture - Application To Complete Robustness0
Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy LogicCode0
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations0
Diagnostics-Guided Explanation Generation0
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 Models0
Automatic Claim Review for Climate Science via Explanation Generation0
Explainable Debugger for Black-box Machine Learning ModelsCode0
How to Do Human Evaluation: Best Practices for User Studies in NLP0
Not all users are the same: Providing personalized explanations for sequential decision making problems0
An Information Retrieval Approach to Building Datasets for Hate Speech DetectionCode0
Generating Contrastive Explanations for Inductive Logic Programming Based on a Near Miss Approach0
A Three-step Method for Multi-Hop Inference Explanation Regeneration0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
A Framework of Explanation Generation toward Reliable Autonomous Robots0
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards0
Explanation as a Defense of Recommendation0
Show:102550
← PrevPage 8 of 10Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1VLIS (Lynx)Accuracy80Unverified
2VLIS (LLaVA)Accuracy73Unverified
3Ground-truth Caption -> GPT3 (Oracle)Human (%)68Unverified
4Predicted Caption -> GPT3Human (%)33Unverified
5BLIP2 FlanT5-XXL (Fine-tuned)Human (%)27Unverified
6BLIP2 FlanT5-XL (Fine-tuned)Human (%)15Unverified
7BLIP2 FlanT5-XXL (Zero-shot)Human (%)0Unverified
#ModelMetricClaimedVerifiedStatus
1PJ-XB487.4Unverified
2FMB478.8Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating85.7Unverified
2OFA-X-MTHuman Explanation Rating80.4Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-X-MTHuman Explanation Rating77.3Unverified
2OFA-XHuman Explanation Rating68.9Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating89.5Unverified
2OFA-X-MTHuman Explanation Rating87.8Unverified