Home/Compare/LLMSurvey vs LLM-Agent-Paper-List

Comparison

LLMSurvey vs LLM-Agent-Paper-List

LLMSurvey (A Survey of Large Language Models) vs LLM-Agent-Paper-List (Must-read papers for LLM-based agents.) - live GitHub stats and typed graph relationships, not marketing.

Markdown twin · LLMSurvey alternatives · LLM-Agent-Paper-List alternatives

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LLMSurvey

RUCAIBox/LLMSurvey

12kpushed Mar 11, 2025
vs

LLM-Agent-Paper-List

WooooDyy/LLM-Agent-Paper-List

8.2kpushed Sep 12, 2025

Tagline

LLMSurvey
A Survey of Large Language Models
LLM-Agent-Paper-List
Must-read papers for LLM-based agents.

Stars

LLMSurvey
12k
LLM-Agent-Paper-List
8.2k

Forks

LLMSurvey
935
LLM-Agent-Paper-List
493

Open issues

LLMSurvey
30
LLM-Agent-Paper-List
25

Language

LLMSurvey
Python
LLM-Agent-Paper-List
-

Adopt for

LLMSurvey
LLMSurvey is a Python-based repository designed to collect and organize research papers concerning large language models, enabling users to stay updated with recent advancements in LLM research.
LLM-Agent-Paper-List
LLM-Agent-Paper-List is a curated collection of research papers focused on developing Large Language Model (LLM)-based AI agents. It links to frameworks like AgentGym-RL for reinforcement learning and tutorials for agent

Persona

LLMSurvey
-
LLM-Agent-Paper-List
-

Runtime

LLMSurvey
-
LLM-Agent-Paper-List
-

License

LLMSurvey
-
LLM-Agent-Paper-List
The repository license and language information are currently unknown.

Last pushed

LLMSurvey
Mar 11, 2025
LLM-Agent-Paper-List
Sep 12, 2025

Categories

LLMSurvey
LLM Frameworks, Developer Tools
LLM-Agent-Paper-List
AI Agents, Inference & Serving

Trust and health

Maintenance

LLMSurvey
Dormant (18%)
LLM-Agent-Paper-List
Slowing (36%)

Days since push

LLMSurvey
484d
LLM-Agent-Paper-List
300d

Open issues (now)

LLMSurvey
30
LLM-Agent-Paper-List
25

Owner type

LLMSurvey
Organization
LLM-Agent-Paper-List
User

Full report

LLMSurvey
Trust report
LLM-Agent-Paper-List
Trust report

Typed relationship

LLMSurvey successor LLM-Agent-Paper-ListThis repository could be considered an updated and more comprehensive version of a survey like LLMSurvey, specifically focusing on agent-based research.Coexists - Both repositories serve similar purposes but with different focuses; WooooDyy's list emphasizes LLM agents.

Choose LLMSurvey if…

  • This repository could be considered an updated and more comprehensive version of a survey like LLMSurvey, specifically focusing on agent-based research.
  • Tags unique to LLMSurvey: llms, chain-of-thought, instruction-tuning, natural-language-processing.
  • Also covers LLM Frameworks, Developer Tools.
  • When developing or researching projects related to large language models.

When NOT to use LLMSurvey

  • If your focus is on practical, hands-on application rather than theoretical research or academic study.
  • When looking for immediate, executable LLM frameworks instead of a curated collection of papers and resources.
  • For projects requiring real-time data integration with specific programming tasks not covered by paper references.

Choose LLM-Agent-Paper-List if…

  • Requirements: The tool is aimed at researchers and developers interested in the theoretical foundations of LLM-based agents..
  • This repository could be considered an updated and more comprehensive version of a survey like LLMSurvey, specifically focusing on agent-based research.
  • Tags unique to LLM-Agent-Paper-List: nlp, survey, agent.
  • Also covers AI Agents, Inference & Serving.
  • You need an overview of the latest advancements in LLM-based agents.

When NOT to use LLM-Agent-Paper-List

  • For general-purpose development tools or libraries for building AI applications, focus instead on broader, more comprehensive repositories or frameworks.
  • If you need hands-on code solutions without context, LLM-Agent-Paper-List might not be the immediate go-to source as it emphasizes research-driven content over practical coding examples or full-blown,

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Related comparisons

Common questions

What is the difference between LLMSurvey and LLM-Agent-Paper-List?
LLMSurvey: A Survey of Large Language Models. LLM-Agent-Paper-List: Must-read papers for LLM-based agents.. See the comparison table for live GitHub stats and shared categories.
When should I choose LLMSurvey over LLM-Agent-Paper-List?
Choose LLMSurvey over LLM-Agent-Paper-List when This repository could be considered an updated and more comprehensive version of a survey like LLMSurvey, specifically focusing on agent-based research; Tags unique to LLMSurvey: llms, chain-of-thought, instruction-tuning, natural-language-processing; Also covers LLM Frameworks, Developer Tools; When developing or researching projects related to large language models.
When should I choose LLM-Agent-Paper-List over LLMSurvey?
Choose LLM-Agent-Paper-List over LLMSurvey when Requirements: The tool is aimed at researchers and developers interested in the theoretical foundations of LLM-based agents.; This repository could be considered an updated and more comprehensive version of a survey like LLMSurvey, specifically focusing on agent-based research; Tags unique to LLM-Agent-Paper-List: nlp, survey, agent; Also covers AI Agents, Inference & Serving; You need an overview of the latest advancements in LLM-based agents.
When should I avoid LLMSurvey?
If your focus is on practical, hands-on application rather than theoretical research or academic study. When looking for immediate, executable LLM frameworks instead of a curated collection of papers and resources. For projects requiring real-time data integration with specific programming tasks not covered by paper references.
When should I avoid LLM-Agent-Paper-List?
For general-purpose development tools or libraries for building AI applications, focus instead on broader, more comprehensive repositories or frameworks. If you need hands-on code solutions without context, LLM-Agent-Paper-List might not be the immediate go-to source as it emphasizes research-driven content over practical coding examples or full-blown,
Is LLMSurvey or LLM-Agent-Paper-List more popular on GitHub?
LLMSurvey has more GitHub stars (12,184 vs 8,158). Stars measure visibility, not whether either tool fits your constraints.
Are LLMSurvey and LLM-Agent-Paper-List open source?
Yes - both are open-source projects on GitHub.
Where can I find alternatives to LLMSurvey or LLM-Agent-Paper-List?
GraphCanon lists graph-backed alternatives at /tools/rucaibox-llmsurvey/alternatives and /tools/woooodyy-llm-agent-paper-list/alternatives (/tools/rucaibox-llmsurvey/alternatives.md, /tools/woooodyy-llm-agent-paper-list/alternatives.md), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at /compare/rucaibox-llmsurvey-vs-woooodyy-llm-agent-paper-list.md mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, LLMSurvey or LLM-Agent-Paper-List?
LLMSurvey: Dormant. LLM-Agent-Paper-List: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for LLMSurvey and LLM-Agent-Paper-List?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LLMSurvey: /tools/rucaibox-llmsurvey/trust; LLM-Agent-Paper-List: /tools/woooodyy-llm-agent-paper-list/trust.

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