SOTAVerified

Explanation Generation

Papers

Showing 126150 of 235 papers

TitleStatusHype
RecMind: Large Language Model Powered Agent For Recommendation0
Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust0
Adapting to Change: Robust Counterfactual Explanations in Dynamic Data LandscapesCode0
Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for ExplainabilityCode0
Explaining Competitive-Level Programming Solutions using LLMs0
Effects of Explanation Specificity on Passengers in Autonomous Driving0
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning ArchitectureCode0
Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering0
Explainable Recommender with Geometric Information Bottleneck0
Textual Explanations for Automated Commentary DrivingCode0
Efficiently Explaining CSPs with Unsatisfiable Subset Optimization (extended algorithms and examples)0
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness ExplanationsCode0
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images0
Parallel Sentence-Level Explanation Generation for Real-World Low-Resource Scenarios0
Towards a Unified Model for Generating Answers and Explanations in Visual Question Answering0
Explanation Regeneration via Information BottleneckCode0
Unsupervised Explanation Generation via Correct Instantiations0
Towards Reasoning-Aware Explainable VQA0
Motif-guided Time Series Counterfactual Explanations0
Towards Human Cognition Level-based Experiment Design for Counterfactual Explanations (XAI)0
ExPUNations: Augmenting Puns with Keywords and ExplanationsCode0
CLEAR: Generative Counterfactual Explanations on Graphs0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation0
Explanations from Large Language Models Make Small Reasoners Better0
Formal Semantic Geometry over Transformer-based Variational AutoEncoder0
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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