WooooDyy/LLM-Agent-Paper-List

• highreadme#1

  Reposition the README's opening to explicitly state it's a curated list of papers

  原因：

  当前

  # The Rise and Potential of Large Language Model Based Agents: A Survey
  
  🔥 **Must-read papers for LLM-based agents.**

  复制粘贴的修复

  复制

  # The Rise and Potential of Large Language Model Based Agents: A Survey
  
  This repository provides a curated, must-read list of papers for LLM-based agents, directly accompanying the comprehensive survey paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.

  待办完成忽略
• highlicense#2

  Add a LICENSE file to the repository root

  原因：

  当前

  (no LICENSE file detected — the repo has no recognizable license)

  复制粘贴的修复

  复制

  Create a `LICENSE` file in the repository root containing the text of the Creative Commons Attribution 4.0 International License (CC-BY-4.0), which is suitable for content-based repositories like paper lists.

  待办完成忽略
• mediumreadme#3

  Restructure the "News" section to separate paper list updates from related project news

  原因：

  当前

  The "News" section immediately follows the initial description and contains updates primarily about AgentGym.

  复制粘贴的修复

  复制

  Rename the current "News" section to "Updates from AgentGym and Related Projects" or move it to a new section titled "Related Projects by the Authors". Add a new, dedicated "News" section at the top for updates *specific to this paper list repository*.

  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

  What are the essential papers to understand the current state of LLM agent development?

  你：未被推荐
  AI 推荐顺序：

  1. ReAct
  2. Generative Agents
  3. AutoGPT
  4. Reflexion
  5. Voyager
  6. Tree of Thoughts
  7. MetaGPT

  AI 推荐了 7 个替代方案，却始终没点名 WooooDyy/LLM-Agent-Paper-List。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What frameworks assist in developing and training large language model based agents?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. LlamaIndex
  3. Haystack
  4. AutoGen
  5. CrewAI
  6. Transformers Agents
  7. OpenAI Assistants API

  AI 推荐了 7 个替代方案，却始终没点名 WooooDyy/LLM-Agent-Paper-List。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 WooooDyy/LLM-Agent-Paper-List?

  pass
  ⚠AI 未点名 WooooDyy/LLM-Agent-Paper-List —— 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？

• If a team adopts WooooDyy/LLM-Agent-Paper-List in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 WooooDyy/LLM-Agent-Paper-List

  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 WooooDyy/LLM-Agent-Paper-List solve, and who is the primary audience?

  pass
  ⚠AI 未点名 WooooDyy/LLM-Agent-Paper-List —— 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？