SOTAVerified

Explanation Generation

Papers

Showing 201210 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
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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