SOTAVerified

Explanation Generation

Papers

Showing 5175 of 235 papers

TitleStatusHype
Aligning Explanations for Recommendation with Rating and Feature via Maximizing Mutual InformationCode0
Preference Distillation for Personalized Generative RecommendationCode0
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning ArchitectureCode0
RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-CheckingCode0
Beyond Persuasion: Towards Conversational Recommender System with Credible ExplanationsCode0
Multimodal Coherent Explanation Generation of Robot FailuresCode0
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language InferenceCode0
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
Cross-Refine: Improving Natural Language Explanation Generation by Learning in TandemCode0
Learning to Generate Explanation from e-Hospital Services for Medical SuggestionCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
Evaluating Evidence Attribution in Generated Fact Checking ExplanationsCode0
LIREx: Augmenting Language Inference with Relevant ExplanationCode0
IndMask: Inductive Explanation for Multivariate Time Series Black-Box ModelsCode0
Counterfactual Explanations for Models of CodeCode0
A Framework for Learning Ante-hoc Explainable Models via ConceptsCode0
Adapting to Change: Robust Counterfactual Explanations in Dynamic Data LandscapesCode0
Mismatch Quest: Visual and Textual Feedback for Image-Text MisalignmentCode0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
FMDLlama: Financial Misinformation Detection based on Large Language ModelsCode0
Explainable Debugger for Black-box Machine Learning ModelsCode0
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness ExplanationsCode0
Generating High-Quality Explanations for Navigation in Partially-Revealed EnvironmentsCode0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language ExplanationsCode0
Show:102550
← PrevPage 3 of 10Next →

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