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Commonsense Reasoning on QASC (dev)

84.02AccuracyGenerated Knowledge Prompting
46.725656.407866.0975.7722Oct 15, 2021

Evaluation results

MethodLinks
Generated Knowledge PromptingInference Model=UQA-11b-ft2021.1084.02
Context sentencesInference Model=UQA-11b-ft2021.1082.61
Random sentencesInference Model=UQA-11b-ft2021.1082.18
Vanilla baselineInference Model=UQA-11b-ft2021.1081.75
UQA-11b-ft (prev. SOTA)2021.1081.75
AnswersInference Model=UQA-11b-ft2021.1081.53
Retrieval-based knowledgeInference Model=T5-11b2021.1076.89
Few-shot GPT-3 Infer. (finetuned config)Inference Model=UQA-11b-ft2021.1066.09
Generated Knowledge PromptingInference Model=T5-11b2021.1058.32
Context sentencesInference Model=T5-11b2021.1055.83
Few-shot GPT-3 Infer.2021.1053.8
AnswersInference Model=T5-11b2021.1052.48
Random sentencesInference Model=T5-11b2021.1049.35
Vanilla baselineInference Model=T5-11b2021.1048.16