SOTAVerified

Explanation Generation

Papers

Showing 201235 of 235 papers

TitleStatusHype
Reward Engineering for Generating Semi-structured ExplanationCode0
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
FMDLlama: Financial Misinformation Detection based on Large Language ModelsCode0
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness ExplanationsCode0
Learning to Generate Explanation from e-Hospital Services for Medical SuggestionCode0
LIREx: Augmenting Language Inference with Relevant ExplanationCode0
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language InferenceCode0
ExPUNations: Augmenting Puns with Keywords and ExplanationsCode0
RU22Fact: Optimizing Evidence for Multilingual Explainable Fact-Checking on Russia-Ukraine ConflictCode0
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning ArchitectureCode0
Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language ModelsCode0
Aligning Explanations for Recommendation with Rating and Feature via Maximizing Mutual InformationCode0
Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning DistillationCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
An Information Retrieval Approach to Building Datasets for Hate Speech DetectionCode0
Mismatch Quest: Visual and Textual Feedback for Image-Text MisalignmentCode0
Cross-Refine: Improving Natural Language Explanation Generation by Learning in TandemCode0
SNAPE-PM: Building and Utilizing Dynamic Partner Models for Adaptive Explanation GenerationCode0
Explanation Regeneration via Information BottleneckCode0
Multimodal Coherent Explanation Generation of Robot FailuresCode0
Tox-BART: Leveraging Toxicity Attributes for Explanation Generation of Implicit Hate SpeechCode0
Counterfactual Explanations for Models of CodeCode0
Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for ExplainabilityCode0
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model ApproachCode0
NN2Rules: Extracting Rule List from Neural NetworksCode0
Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation GenerationCode0
Explaining Interactions Between Text SpansCode0
Target-Augmented Shared Fusion-based Multimodal Sarcasm Explanation GenerationCode0
Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy LogicCode0
Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language ExplanationsCode0
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision TransformersCode0
Tell Me Why: Explainable Public Health Fact-Checking with Large Language ModelsCode0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in RecommendationCode0
Textual Explanations for Automated Commentary DrivingCode0
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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