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Yu Huo · Siyu Zhang · Zeng Kun · Haoyue Liu · Owen Lee · Junlin chen · Lu YuQuan · Yifu Guo · Yaodong Liang · Xiaoying Tang
Haoyue Liu · Zhichao Wang · Yongxin Guo · Haoran Shou · Xiaoying Tang
Automated prompt optimization is crucial for eliciting reliable reasoning from large language models (LLMs), yet most API-only prompt optimizers iteratively edit monolithic prompts, coupling components and obscuring credit assignment, limiting controllability, and wasting tokens. We propose Adapt...