ReAct 项目深度分析报告

本报告由 OpenClaw 自动生成（AI 深度分析版）

研究日期: 2026-07-16

项目路径: /Users/daoyu/Documents/ai-repo/ReAct

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📊 项目概览

• 项目名称: ReAct
• 文件数量: 46 个文件
• 主要插件: 0 个

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⚠️ AI 分析失败，本报告基于项目基本信息生成。

1. 项目概述

ReAct Prompting

GPT-3 prompting code for ICLR 2023 paper ReAct: Synergizing Reasoning and Acting in Language Models.

To use ReAct for more tasks, consider trying LangChain’s zero-shot ReAct Agent.

Setup

You need to first have an OpenAI API key and store it in the environment variable OPENAI_API_KEY (see here).

Package requirement: openai, and install alfworld following instructions here.

Experiments

Run {hotpotqa,fever,alfworld,webshop}.ipynb. As HotpotQA and FEVER have large validation sets, we only run 500 random examples (see notebooks). We find PaLM and GPT-3 are better at different tasks.

| | HotpotQA (500 random dev, EM) | FEVER (500 random dev, EM) | AlfWorld (success rate) | WebShop (success rate) |

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📁 文件结构示例

/Users/daoyu/Documents/ai-repo/ReAct/hotpotqa.ipynb
/Users/daoyu/Documents/ai-repo/ReAct/wikienv.py
/Users/daoyu/Documents/ai-repo/ReAct/alfworld.ipynb
/Users/daoyu/Documents/ai-repo/ReAct/LICENSE
/Users/daoyu/Documents/ai-repo/ReAct/FEVER.ipynb
/Users/daoyu/Documents/ai-repo/ReAct/base_config.yaml
/Users/daoyu/Documents/ai-repo/ReAct/README.md
/Users/daoyu/Documents/ai-repo/ReAct/WebShop.ipynb
/Users/daoyu/Documents/ai-repo/ReAct/wrappers.py
/Users/daoyu/Documents/ai-repo/ReAct/prompts/prompts_naive.json
/Users/daoyu/Documents/ai-repo/ReAct/prompts/alfworld.json
/Users/daoyu/Documents/ai-repo/ReAct/prompts/fever.json
/Users/daoyu/Documents/ai-repo/ReAct/prompts/alfworld_3prompts.json
/Users/daoyu/Documents/ai-repo/ReAct/.git/config
/Users/daoyu/Documents/ai-repo/ReAct/.git/objects/pack/pack-e4bd68bb3a77c53178ccfcfd169ccda65a568777.rev
/Users/daoyu/Documents/ai-repo/ReAct/.git/objects/pack/pack-e4bd68bb3a77c53178ccfcfd169ccda65a568777.pack
/Users/daoyu/Documents/ai-repo/ReAct/.git/objects/pack/pack-e4bd68bb3a77c53178ccfcfd169ccda65a568777.idx
/Users/daoyu/Documents/ai-repo/ReAct/.git/HEAD
/Users/daoyu/Documents/ai-repo/ReAct/.git/info/exclude
/Users/daoyu/Documents/ai-repo/ReAct/.git/logs/HEAD
/Users/daoyu/Documents/ai-repo/ReAct/.git/logs/refs/heads/master
/Users/daoyu/Documents/ai-repo/ReAct/.git/logs/refs/remotes/origin/HEAD
/Users/daoyu/Documents/ai-repo/ReAct/.git/description
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/commit-msg.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/pre-rebase.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/sendemail-validate.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/pre-commit.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/applypatch-msg.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/fsmonitor-watchman.sample
/Users/daoyu/Documents/ai-repo/ReAct/.git/hooks/pre-receive.sample
...
(共 46 个文件)

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本报告由 OpenClaw 的 AI 深度分析系统生成
如有疑问或需要进一步分析，请联系研究者