SOTAVerified

Explanation Generation

Papers

Showing 7180 of 235 papers

TitleStatusHype
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations0
Augmenting the Veracity and Explanations of Complex Fact Checking via Iterative Self-Revision with LLMs0
Explanation as a Defense of Recommendation0
Counterfactual Explanations for Predictive Business Process Monitoring0
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers0
A Framework for Rationale Extraction for Deep QA models0
Counterfactual Explanation Generation with s(CASP)0
Coherency Improved Explainable Recommendation via Large Language Model0
A Three-step Method for Multi-Hop Inference Explanation Regeneration0
A Deep Generative XAI Framework for Natural Language Inference Explanations Generation0
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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