User:Q: Fern is checking IDs to get into an R-rated movie…How many kids got into the movie?Assistant:Let’sthinkstepbystep.Zero-shot-CoTFirstweneedtofindouthowmanykidsfromRiversideHighweredeniedentry…24kids+63kids+25kids=<<24+63+25=112>>112kids.Theansweris:112.Wrong CoTRevise-PromptCorrect CoTDemonstrations PoolQ1: Fern is checking IDs to get into...A: Reasoning process:  Step 1: Calculate the…Qn: …A: Reasoning process:  ...Q: Eliza’s rate per hour for the first 40 hours…A: Reasoning process: User:Can you give me a com-plete solution reasoning process and final answer again?Summary-PromptUser:The answer is not right, can you think more carefully and give me the final answer?Assistant:Afterthinkingmorecarefully,IrealizedthatIwasnotsolvingforthenumberofkidswhogotintothemovie,butrather…260kids-112kids=148kids.Theansweris:148.Revise-PromptUser:The answer is not right…Wrong CoT……DemonstrationQ: Fern is checking IDs to get into an R-rated movie… How many kids got into the movie?A: Reasoning
Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models