SOTAVerified

Explanation Generation

Papers

Showing 191200 of 235 papers

TitleStatusHype
What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components0
SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection0
Are We On The Same Page? Hierarchical Explanation Generation for Planning Tasks in Human-Robot Teaming using Reinforcement Learning0
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
Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation0
Eclectic Rule Extraction for Explainability of Deep Neural Network based Intrusion Detection Systems0
Effects of Explanation Specificity on Passengers in Autonomous Driving0
Efficiently Explaining CSPs with Unsatisfiable Subset Optimization (extended algorithms and examples)0
EGCR: Explanation Generation for Conversational 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