SOTAVerified

Explanation Generation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–235 of 235 papers

TitleStatusHype
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
Which Linguist Invented the Lightbulb? Presupposition Verification for Question-Answering—0
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards—0
Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation—0
Enriching Visual with Verbal Explanations for Relational Concepts -- Combining LIME with Aleph—0
TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context—0
EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval—0
Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering—0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Are Training Resources Insufficient? Predict First Then Explain!—0
Explainable Assessment of Healthcare Articles with QA—0
Explainable Assessment of Healthcare Articles with QA—0
Diagnostics-Guided Explanation Generation—0
Explainable CTR Prediction via LLM Reasoning—0
Team SVMrank: Leveraging Feature-rich Support Vector Machines for Ranking Explanations to Elementary Science Questions—0
Creating an Explainable Intrusion Detection System Using Self Organizing Maps—0
Explainable Recommender with Geometric Information Bottleneck—0
Explainable Restricted Boltzmann Machines for Collaborative Filtering—0
Explainable Synthetic Image Detection through Diffusion Timestep Ensembling—0
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Explaining Competitive-Level Programming Solutions using LLMs—0
`Why didn't you allocate this task to them?' Negotiation-Aware Explicable Task Allocation and Contrastive Explanation Generation—0
Explaining latent representations of generative models with large multimodal models—0
Counterfactual Explanation Generation with s(CASP)—0
Textual Explanations and Critiques in Recommendation Systems—0
Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust—0
Explanation as a Defense of Recommendation—0
Explanation, Debate, Align: A Weak-to-Strong Framework for Language Model Generalization—0
Explanation Generation for a Math Word Problem Solver—0
Explanation Generation for Multi-Modal Multi-Agent Path Finding with Optimal Resource Utilization using Answer Set Programming—0
Accelerating Anchors via Specialization and Feature Transformation—0
Explanations for CommonsenseQA: New Dataset and Models—0
Explanations from Large Language Models Make Small Reasoners Better—0
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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