SOTAVerified

Explanation Generation

Papers

Showing 6170 of 235 papers

TitleStatusHype
What Does Evaluation of Explainable Artificial Intelligence Actually Tell Us? A Case for Compositional and Contextual Validation of XAI Building Blocks0
Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and BeyondCode1
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision TransformersCode0
SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection0
Artwork Explanation in Large-scale Vision Language Models0
MACRec: a Multi-Agent Collaboration Framework for RecommendationCode2
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
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model ApproachCode0
LLMs for Coding and Robotics Education0
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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