SOTAVerified

Explanation Generation

Papers

Showing 151160 of 235 papers

TitleStatusHype
Towards Reasoning-Aware Explainable VQA0
Truth Table Deep Convolutional Neural Network, A New SAT-Encodable Architecture - Application To Complete Robustness0
Unlocking the `Why' of Buying: Introducing a New Dataset and Benchmark for Purchase Reason and Post-Purchase Experience0
Unsupervised Explanation Generation for Machine Reading Comprehension0
Unsupervised Explanation Generation via Correct Instantiations0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms0
What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components0
What Does Evaluation of Explainable Artificial Intelligence Actually Tell Us? A Case for Compositional and Contextual Validation of XAI Building Blocks0
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations0
Which Linguist Invented the Lightbulb? Presupposition Verification for Question-Answering0
Show:102550
← PrevPage 16 of 24Next →

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