SOTAVerified

Explanation Generation

Papers

Showing 201235 of 235 papers

TitleStatusHype
LIREx: Augmenting Language Inference with Relevant ExplanationCode0
Fine-tuning BERT with Focus Words for Explanation Regeneration0
YNU-oxz at SemEval-2020 Task 4: Commonsense Validation Using BERT with Bidirectional GRU0
Unsupervised Explanation Generation for Machine Reading Comprehension0
Explainable Agency by Revealing Suboptimality in Child-Robot Learning ScenariosCode0
Towards Interpretable Natural Language Understanding with Explanations as Latent VariablesCode1
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
Explainable Automated Fact-Checking for Public Health ClaimsCode1
Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?Code1
Generating Commonsense Explanation by Extracting Bridge Concepts from Reasoning Paths0
QED: A Framework and Dataset for Explanations in Question AnsweringCode1
Why should I not follow you? Reasons For and Reasons Against in Responsible Recommender Systems0
Explanation Generation for Multi-Modal Multi-Agent Path Finding with Optimal Resource Utilization using Answer Set Programming0
Joint Mind Modeling for Explanation Generation in Complex Human-Robot Collaborative Tasks0
Advisable Learning for Self-Driving Vehicles by Internalizing Observation-to-Action RulesCode0
In Search for a SAT-friendly Binarized Neural Network Architecture0
Order Matters: Generating Progressive Explanations for Planning Tasks in Human-Robot Teaming0
A Framework for Generating Explanations from Temporal Personal Health Data0
`Why didn't you allocate this task to them?' Negotiation-Aware Explicable Task Allocation and Contrastive Explanation Generation0
Interpretability of Blackbox Machine Learning Models through Dataview Extraction and Shadow Model creation0
Red Dragon AI at TextGraphs 2019 Shared Task: Language Model Assisted Explanation GenerationCode0
Team SVMrank: Leveraging Feature-rich Support Vector Machines for Ranking Explanations to Elementary Science Questions0
Enriching Visual with Verbal Explanations for Relational Concepts -- Combining LIME with Aleph0
Online Explanation Generation for Human-Robot Teaming0
Generating Natural Language Explanations for Visual Question Answering using Scene Graphs and Visual Attention0
Progressive Explanation Generation for Human-robot Teaming0
Automated Rationale Generation: A Technique for Explainable AI and its Effects on Human Perceptions0
Hierarchical Expertise-Level Modeling for User Specific Robot-Behavior Explanations0
Plan Explanations as Model Reconciliation -- An Empirical Study0
Balancing Explicability and Explanation in Human-Aware Planning0
Rationalization: A Neural Machine Translation Approach to Generating Natural Language Explanations0
Explainable Restricted Boltzmann Machines for Collaborative Filtering0
Explanation Generation for a Math Word Problem Solver0
Mixed Logical and Probabilistic Reasoning for Planning and Explanation Generation in Robotics0
Implementing Evidential Reasoning in Expert Systems0
Show:102550
← PrevPage 5 of 5Next →

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