SOTAVerified

Explanation Generation

Papers

Showing 151175 of 235 papers

TitleStatusHype
Motif-guided Time Series Counterfactual Explanations0
Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts0
Unlocking the `Why' of Buying: Introducing a New Dataset and Benchmark for Purchase Reason and Post-Purchase Experience0
Multimodal Fake News Video Explanation: Dataset, Analysis and Evaluation0
Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models0
Multi-Scale Distribution Deep Variational Autoencoder for Explanation Generation0
Balancing Explicability and Explanation in Human-Aware Planning0
Unsupervised Explanation Generation for Machine Reading Comprehension0
Not all users are the same: Providing personalized explanations for sequential decision making problems0
Automatic Claim Review for Climate Science via Explanation Generation0
On Generating Monolithic and Model Reconciling Explanations in Probabilistic Scenarios0
Online Explanation Generation for Human-Robot Teaming0
On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis0
Order Matters: Generating Progressive Explanations for Planning Tasks in Human-Robot Teaming0
Parallel Sentence-Level Explanation Generation for Real-World Low-Resource Scenarios0
Parameterized Explanations for Investor / Company Matching0
Plan Explanations as Model Reconciliation -- An Empirical Study0
Unsupervised Explanation Generation via Correct Instantiations0
Progressive Explanation Generation for Human-robot Teaming0
Automated Rationale Generation: A Technique for Explainable AI and its Effects on Human Perceptions0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach0
Formal Semantic Geometry over Transformer-based Variational AutoEncoder0
Rationalization: A Neural Machine Translation Approach to Generating Natural Language Explanations0
A Deep Generative XAI Framework for Natural Language Inference Explanations Generation0
Reasoning About Persuasion: Can LLMs Enable Explainable Propaganda Detection?0
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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