SOTAVerified

Explanation Generation

Papers

Showing 3140 of 235 papers

TitleStatusHype
IndMask: Inductive Explanation for Multivariate Time Series Black-Box ModelsCode0
Augmenting the Veracity and Explanations of Complex Fact Checking via Iterative Self-Revision with LLMs0
ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization0
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 Generalization0
LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection0
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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