google-deepmind/opro

• hightopics#1

  Add relevant topics to the repository

  原因：

  复制粘贴的修复

  复制

  llm-as-optimizer, prompt-optimization, large-language-models, generative-ai, machine-learning, deep-learning, ai-optimization, meta-learning, prompt-engineering

  待办完成忽略
• highreadme#2

  Reposition the README's opening paragraph to highlight OPRO's unique value

  原因：

  当前

  # Large Language Models as Optimizers
  
  This repository contains the code for the paper
  
  > Large Language Models as Optimizers
  > Chengrun Yang*, Xuezhi Wang, Yifeng Lu, Hanxiao Liu, Quoc V. Le, Denny Zhou, Xinyun Chen* [* Equal Contribution]
  > _arXiv: 2309.03409_

  复制粘贴的修复

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  # OPRO: Large Language Models as Optimizers
  
  This repository provides the official code for **OPRO (Optimizing Prompts for Reasoning)**, a novel framework that leverages Large Language Models *as optimizers* to iteratively generate, evaluate, and refine prompts for other LLMs. OPRO automates the discovery of effective prompts, offering a powerful alternative to manual prompt engineering for improving LLM performance on tasks like mathematical and combinatorial optimization.

  待办完成忽略
• mediumabout#3

  Update the repository description to be more explicit about its function

  原因：

  当前

  official code for "Large Language Models as Optimizers"

  复制粘贴的修复

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  Official code for OPRO: a framework that uses Large Language Models as optimizers to automatically generate and refine prompts for other LLMs, improving performance on various tasks.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I automatically improve the performance of my large language model prompts?

  你：未被推荐
  AI 推荐顺序：

  1. PromptPerfect
  2. Weights & Biases Prompts
  3. LangChain
  4. OpenAI Evals
  5. Humanloop
  6. Guardrails AI
  7. Microsoft Guidance

  AI 推荐了 7 个替代方案，却始终没点名 google-deepmind/opro。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools help use language models to refine other language model instructions?

  你：未被推荐
  AI 推荐顺序：

  1. Guidance
  2. LangChain
  3. LlamaIndex
  4. OpenAI API
  5. PromptPerfect

  AI 推荐了 5 个替代方案，却始终没点名 google-deepmind/opro。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of google-deepmind/opro?

  pass
  ✓AI 明确点名了 google-deepmind/opro

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts google-deepmind/opro in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 google-deepmind/opro

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo google-deepmind/opro solve, and who is the primary audience?

  pass
  ⚠AI 未点名 google-deepmind/opro —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？