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Language-to-code generation on GSM8k (dev)

84.1Execution AccuracyLEVER
18.16435.28252.469.518Feb 16, 2023

Evaluation results

MethodLinks
LEVERBase model=codex-davinci-002, Verification strategy=LEVER, Verifier Base model=RoBERTa-large2023.0284.1
EP + MLBase model=codex-davinci-002, Decoding/Verification strategy=EP + ML2023.0272.1
GreedyBase model=codex-davinci-002, Decoding strategy=Greedy2023.0268.1
Neo-2.7B + SSFinetuning status=With Finetuning, Base model=GPT-Neo-2.7B, Decoding strategy=SS2023.0220.7