SOTAVerified

Explanation Generation

Papers

Showing 5160 of 235 papers

TitleStatusHype
Aligning Explanations for Recommendation with Rating and Feature via Maximizing Mutual InformationCode0
A Framework for Learning Ante-hoc Explainable Models via ConceptsCode0
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning ArchitectureCode0
Learning to Generate Explanation from e-Hospital Services for Medical SuggestionCode0
Preference Distillation for Personalized Generative RecommendationCode0
FMDLlama: Financial Misinformation Detection based on Large Language ModelsCode0
Cross-Refine: Improving Natural Language Explanation Generation by Learning in TandemCode0
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness ExplanationsCode0
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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