SOTAVerified

Explanation Generation

Papers

Showing 101110 of 235 papers

TitleStatusHype
Artwork Explanation in Large-scale Vision Language Models0
Unlocking the `Why' of Buying: Introducing a New Dataset and Benchmark for Purchase Reason and Post-Purchase Experience0
Explainability for Machine Learning Models: From Data Adaptability to User Perception0
LLMs for Coding and Robotics Education0
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model ApproachCode0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
Explaining latent representations of generative models with large multimodal models0
Eclectic Rule Extraction for Explainability of Deep Neural Network based Intrusion Detection Systems0
Logic-Scaffolding: Personalized Aspect-Instructed Recommendation Explanation Generation using LLMs0
Mismatch Quest: Visual and Textual Feedback for Image-Text MisalignmentCode0
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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