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Temporal Reasoning on TempQuestions (test)

60.3Exact Match (EM)QAaP
26.70835.42944.1552.871Dec 31, 2022Jan 23, 2023Feb 16, 2023Mar 12, 2023Apr 5, 2023Apr 29, 2023May 23, 2023

Evaluation results

MethodLinks
QAaPBackbone=gpt-3.5-turbo, Evaluation Protocol=Few-shot2023.0560.368.1
CoTBackbone=gpt-3.5-turbo, Evaluation Protocol=Few-shot2023.0549.860.1
TEQUILAEvaluation Protocol=Fine-tune2023.0543.844.6
Rethinking with retrievalModel=GPT-3 (text-davinci-002), Temperature=0.7, Num samples=102022.1239.05—
Self-consistencyModel=GPT-3 (text-davinci-002), Temperature=0.7, Num samples=102022.1237.28—
Chain-of-thought promptingModel=GPT-3 (text-davinci-002), Temperature=02022.1233.14—
Few-shot promptingModel=GPT-3 (text-davinci-002), Temperature=02022.1229.59—
Zero-shot promptingModel=GPT-3 (text-davinci-002), Temperature=02022.1228.4—
ReActBackbone=gpt-3.5-turbo, Evaluation Protocol=Few-shot2023.052833.7