1. Some claims may be inspired from existing studies; thus, it is critical to add the supportive references. For example, Lines 55-64: "we identify four critical factors that affect the performance of chain-of-thought prompting and require large human effort to deal with: (1) order sensitivity: the order combination of the exemplars; (2) complexity: the number of reasoning steps of the rationale chains; (3) diversity: the combination of different complex-level exemplars; (4) style sensitivity: the writing/linguistic style of the rationale chains." --- Most of the above factors have been discussed in existing studies.
2. This approach requires extensive queries to optimize and organize the demonstration exemplars, which would costly behind the paywalls. It also relies on a training-based pipeline, which further increases the complexity of the whole framework.
1. Some claims may be inspired from existing studies; thus, it is critical to add the supportive references. For example, Lines 55-64: "we identify four critical factors that affect the performance of chain-of-thought prompting and require large human effort to deal with: (1) order sensitivity: the order combination of the exemplars; (2) complexity: the number of reasoning steps of the rationale chains; (3) diversity: the combination of different complex-level exemplars; (4) style sensitivity: the writing/linguistic style of the rationale chains." --- Most of the above factors have been discussed in existing studies.