SOTAVerified

Explanation Generation

Papers

Showing 141150 of 235 papers

TitleStatusHype
What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components0
RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data0
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations0
Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems0
EGCR: Explanation Generation for Conversational Recommendation0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives0
Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language ExplanationsCode0
Creating an Explainable Intrusion Detection System Using Self Organizing Maps0
Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale ExtractionCode1
NN2Rules: Extracting Rule List from Neural NetworksCode0
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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