SOTAVerified

Explanation Generation

Papers

Showing 111120 of 235 papers

TitleStatusHype
Generating Natural Language Explanations for Visual Question Answering using Scene Graphs and Visual Attention0
Generating Robust Counterfactual Witnesses for Graph Neural Networks0
Generating Skyline Explanations for Graph Neural Networks0
Towards Human Cognition Level-based Experiment Design for Counterfactual Explanations (XAI)0
A Framework for Rationale Extraction for Deep QA models0
Graph-Guided Textual Explanation Generation Framework0
Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification0
CLEAR: Generative Counterfactual Explanations on Graphs0
ChartQA-X: Generating Explanations for Charts0
Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation0
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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