SOTAVerified

Explanation Generation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 235 papers

TitleStatusHype
Using Stratified Sampling to Improve LIME Image ExplanationsCode0
Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPTCode0
Explainable Agency by Revealing Suboptimality in Child-Robot Learning ScenariosCode0
Evaluating Evidence Attribution in Generated Fact Checking ExplanationsCode0
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
Reward Engineering for Generating Semi-structured ExplanationCode0
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language ModelsCode0
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
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
Mismatch Quest: Visual and Textual Feedback for Image-Text MisalignmentCode0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
An Information Retrieval Approach to Building Datasets for Hate Speech DetectionCode0
Explanation Regeneration via Information BottleneckCode0
Multimodal Coherent Explanation Generation of Robot FailuresCode0
Cross-Refine: Improving Natural Language Explanation Generation by Learning in TandemCode0
SNAPE-PM: Building and Utilizing Dynamic Partner Models for Adaptive Explanation GenerationCode0
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All datasetsWHOOPS!CLEVR-Xe-SNLI-VEVCRVQA-X

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1VLIS (Lynx)Accuracy80—Unverified
2VLIS (LLaVA)Accuracy73—Unverified
3Ground-truth Caption -> GPT3 (Oracle)Human (%)68—Unverified
4Predicted Caption -> GPT3Human (%)33—Unverified
5BLIP2 FlanT5-XXL (Fine-tuned)Human (%)27—Unverified
6BLIP2 FlanT5-XL (Fine-tuned)Human (%)15—Unverified
7BLIP2 FlanT5-XXL (Zero-shot)Human (%)0—Unverified
#ModelMetricClaimedVerifiedStatus
1PJ-XB487.4—Unverified
2FMB478.8—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating85.7—Unverified
2OFA-X-MTHuman Explanation Rating80.4—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-X-MTHuman Explanation Rating77.3—Unverified
2OFA-XHuman Explanation Rating68.9—Unverified
#ModelMetricClaimedVerifiedStatus
1OFA-XHuman Explanation Rating89.5—Unverified
2OFA-X-MTHuman Explanation Rating87.8—Unverified