SOTAVerified

Explanation Generation

Papers

Showing 76100 of 235 papers

TitleStatusHype
A Framework for Rationale Extraction for Deep QA models0
A Deep Generative XAI Framework for Natural Language Inference Explanations Generation0
Explaining latent representations of generative models with large multimodal models0
Coherency Improved Explainable Recommendation via Large Language Model0
A Three-step Method for Multi-Hop Inference Explanation Regeneration0
Generally-Occurring Model Change for Robust Counterfactual Explanations0
Counterfactual Explanation Generation with s(CASP)0
Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust0
Explanation as a Defense of Recommendation0
Explanation, Debate, Align: A Weak-to-Strong Framework for Language Model Generalization0
Explanation Generation for a Math Word Problem Solver0
Explanation Generation for Multi-Modal Multi-Agent Path Finding with Optimal Resource Utilization using Answer Set Programming0
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations0
Explanations for CommonsenseQA: New Dataset and Models0
Explanations from Large Language Models Make Small Reasoners Better0
Exploring Effectiveness of Explanations for Appropriate Trust: Lessons from Cognitive Psychology0
Automated Rationale Generation: A Technique for Explainable AI and its Effects on Human Perceptions0
Diagnostics-Guided Explanation Generation0
Generate Natural Language Explanations for Recommendation0
FASTER-CE: Fast, Sparse, Transparent, and Robust Counterfactual Explanations0
Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering0
Fine-tuning BERT with Focus Words for Explanation Regeneration0
Generating Natural Language Explanations for Visual Question Answering using Scene Graphs and Visual Attention0
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards0
Explaining Competitive-Level Programming Solutions using LLMs0
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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