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Commonsense Reasoning on CSQA (dev)

85.42AccuracyRandom sentences
19.244836.424953.60570.7851Oct 15, 2021Jan 22, 2022May 2, 2022Aug 9, 2022Nov 17, 2022Feb 24, 2023Jun 4, 2023

Evaluation results

MethodLinks
Random sentencesInference Model=UQA-11b-ft2021.1085.42
Context sentencesInference Model=UQA-11b-ft2021.1085.34
Generated Knowledge PromptingInference Model=UQA-11b-ft2021.1085.34
Vanilla baselineInference Model=UQA-11b-ft2021.1085.18
AnswersInference Model=UQA-11b-ft2021.1084.93
UQA-11b-ft (prev. SOTA)Note=Value reported from test set2021.1079.1
CKTModel Scale=large2023.0672.15
Few-shot GPT-3 Infer.2021.1071.58
CALMModel Scale=large2023.0671.31
T5Model Scale=large2023.0669.81
AnswersInference Model=T5-11b2021.1051.84
Generated Knowledge PromptingInference Model=T5-11b2021.1047.26
Template-based knowledgeInference Model=T5-11b2021.1045.37
Context sentencesInference Model=T5-11b2021.1042.51
Vanilla baselineInference Model=T5-11b2021.1039.89
Random sentencesInference Model=T5-11b2021.1021.79