Search Results for author: James Xu Zhao

Found 2 papers, 1 papers with code

Prompt Optimization via Adversarial In-Context Learning

no code implementations5 Dec 2023 Xuan Long Do, Yiran Zhao, Hannah Brown, Yuxi Xie, James Xu Zhao, Nancy F. Chen, Kenji Kawaguchi, Michael Qizhe Xie, Junxian He

We propose a new method, Adversarial In-Context Learning (adv-ICL), to optimize prompt for in-context learning (ICL) by employing one LLM as a generator, another as a discriminator, and a third as a prompt modifier.

Arithmetic Reasoning Data-to-Text Generation +2

Automatic Model Selection with Large Language Models for Reasoning

1 code implementation23 May 2023 James Xu Zhao, Yuxi Xie, Kenji Kawaguchi, Junxian He, Michael Qizhe Xie

Chain-of-Thought (CoT) and Program-Aided Language Models (PAL) represent two distinct reasoning methods, each with its own strengths.

Arithmetic Reasoning GSM8K +4

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