SOTAVerified

Explanation Generation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 235 papers

TitleStatusHype
Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations—0
The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems—0
RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-CheckingCode0
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language InferenceCode0
Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning DistillationCode0
Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models—0
SNAPE-PM: Building and Utilizing Dynamic Partner Models for Adaptive Explanation GenerationCode0
Towards Budget-Friendly Model-Agnostic Explanation Generation for Large Language Models—0
Generating Skyline Explanations for Graph Neural Networks—0
Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification—0
ChartQA-X: Generating Explanations for Charts—0
TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context—0
Rubrik's Cube: Testing a New Rubric for Evaluating Explanations on the CUBE dataset—0
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorCode2
Explainable Synthetic Image Detection through Diffusion Timestep Ensembling—0
EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval—0
MemeIntel: Explainable Detection of Propagandistic and Hateful Memes—0
Reasoning About Persuasion: Can LLMs Enable Explainable Propaganda Detection?—0
Coherency Improved Explainable Recommendation via Large Language Model—0
Accelerating Anchors via Specialization and Feature Transformation—0
Target-Augmented Shared Fusion-based Multimodal Sarcasm Explanation GenerationCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models—0
Multimodal Fake News Video Explanation: Dataset, Analysis and Evaluation—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—0
Graph-Guided Textual Explanation Generation Framework—0
Explainable CTR Prediction via LLM Reasoning—0
SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains—0
Why the Agent Made that Decision: Explaining Deep Reinforcement Learning with Vision Masks—0
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations—0
IndMask: Inductive Explanation for Multivariate Time Series Black-Box ModelsCode0
Augmenting the Veracity and Explanations of Complex Fact Checking via Iterative Self-Revision with LLMs—0
ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization—0
Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation GenerationCode0
Multimodal Coherent Explanation Generation of Robot FailuresCode0
FMDLlama: Financial Misinformation Detection based on Large Language ModelsCode0
Beyond Persuasion: Towards Conversational Recommender System with Credible ExplanationsCode0
Cross-Refine: Improving Natural Language Explanation Generation by Learning in TandemCode0
Explanation, Debate, Align: A Weak-to-Strong Framework for Language Model Generalization—0
LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection—0
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers—0
LLMExplainer: Large Language Model based Bayesian Inference for Graph Explanation Generation—0
Aligning Explanations for Recommendation with Rating and Feature via Maximizing Mutual InformationCode0
XEdgeAI: A Human-centered Industrial Inspection Framework with Data-centric Explainable Edge AI ApproachCode0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation—0
ICCV23 Visual-Dialog Emotion Explanation Challenge: SEU_309 Team Technical Report—0
Preference Distillation for Personalized Generative RecommendationCode0
Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningCode0
Evaluating Evidence Attribution in Generated Fact Checking ExplanationsCode0
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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