SOTAVerified

Explanation Generation

Papers

Showing 101125 of 235 papers

TitleStatusHype
Artwork Explanation in Large-scale Vision Language Models0
Unlocking the `Why' of Buying: Introducing a New Dataset and Benchmark for Purchase Reason and Post-Purchase Experience0
Explainability for Machine Learning Models: From Data Adaptability to User Perception0
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model ApproachCode0
LLMs for Coding and Robotics Education0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
Explaining latent representations of generative models with large multimodal models0
Eclectic Rule Extraction for Explainability of Deep Neural Network based Intrusion Detection Systems0
Logic-Scaffolding: Personalized Aspect-Instructed Recommendation Explanation Generation using LLMs0
Mismatch Quest: Visual and Textual Feedback for Image-Text MisalignmentCode0
Assertion Enhanced Few-Shot Learning: Instructive Technique for Large Language Models to Generate Educational Explanations0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
InterPrompt: Interpretable Prompting for Interrelated Interpersonal Risk Factors in Reddit Posts0
From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation0
RecExplainer: Aligning Large Language Models for Explaining Recommendation ModelsCode0
Is Explanation the Cure? Misinformation Mitigation in the Short Term and Long Term0
Counterfactual Explanation Generation with s(CASP)0
Explaining Interactions Between Text SpansCode0
XAI Benchmark for Visual Explanation0
Generating Explanations in Medical Question-Answering by Expectation Maximization Inference over Evidence0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers0
Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language ModelsCode0
Reward Engineering for Generating Semi-structured ExplanationCode0
Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation0
Affective Visual Dialog: A Large-Scale Benchmark for Emotional Reasoning Based on Visually Grounded Conversations0
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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