PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

1 code implementation • 25 Oct 2023 • Xinyuan Wang, Chenxi Li, Zhen Wang, Fan Bai, Haotian Luo, Jiayou Zhang, Nebojsa Jojic, Eric P. Xing, Zhiting Hu

Highly effective, task-specific prompts are often heavily engineered by experts to integrate detailed instructions and domain insights based on a deep understanding of both instincts of large language models (LLMs) and the intricacies of the target task.

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GraphPrompt: Graph-Based Prompt Templates for Biomedical Synonym Prediction

1 code implementation • 13 Nov 2021 • Hanwen Xu, Jiayou Zhang, Zhirui Wang, Shizhuo Zhang, Megh Manoj Bhalerao, Yucong Liu, Dawei Zhu, Sheng Wang

In the expansion of biomedical dataset, the same category may be labeled with different terms, thus being tedious and onerous to curate these terms.