Comparison
LLM-Agent-Paper-List vs ReAct
Verdict
Pick LLM-Agent-Paper-List if lists essential papers on LLM-based agents with integrated tools like AgentGym for RL training; pick ReAct if reAct enhances large language models by improving reasoning and executing actions through specific tasks using GPT-3.
Markdown twin · LLM-Agent-Paper-List alternatives · ReAct alternatives
GraphCanon updated 4d
vs
Trust & integrity
| Signal | LLM-Agent-Paper-List | ReAct |
|---|---|---|
| Maintenance | Slowing (339d since push) As of 4d · github_public_v1 | Dormant (923d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Personal account As of 4d · github_public_v1 | Not a fork · Personal account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- LLM-Agent-Paper-List
- Must-read papers for LLM-based agents.
- ReAct
- ReAct Prompting for decision-making with language models
Stars
- LLM-Agent-Paper-List
- 8.2k
- ReAct
- 4.1k
Forks
- LLM-Agent-Paper-List
- 495
- ReAct
- 396
Open issues
- LLM-Agent-Paper-List
- 31
- ReAct
- 5
Language
- LLM-Agent-Paper-List
- -
- ReAct
- Jupyter Notebook
Adopt for
- LLM-Agent-Paper-List
- Lists essential papers on LLM-based agents with integrated tools like AgentGym for RL training.
- ReAct
- ReAct enhances large language models by improving reasoning and executing actions through specific tasks using GPT-3.
Persona
- LLM-Agent-Paper-List
- -
- ReAct
- -
Runtime
- LLM-Agent-Paper-List
- -
- ReAct
- -
License
- LLM-Agent-Paper-List
- -
- ReAct
- MIT
Last pushed
- LLM-Agent-Paper-List
- Sep 12, 2025
- ReAct
- Feb 6, 2024
Categories
- LLM-Agent-Paper-List
- AI Agents, Evaluation & Observability
- ReAct
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- LLM-Agent-Paper-List
- Slowing (36%)
- ReAct
- Dormant (18%)
Days since push
- LLM-Agent-Paper-List
- 339d
- ReAct
- 923d
Open issues (now)
- LLM-Agent-Paper-List
- 31
- ReAct
- 5
Stars delta
- LLM-Agent-Paper-List
- +4 (30d)
- ReAct
- +50 (30d)
Open issues delta
- LLM-Agent-Paper-List
- +2 (30d)
- ReAct
- 0 (30d)
Full report
- LLM-Agent-Paper-List
- Trust report
- ReAct
- Trust report
Choose LLM-Agent-Paper-List if…
- Tags unique to LLM-Agent-Paper-List: agent, nlp, rl.
- Also covers Evaluation & Observability.
- Looking to survey key advancements in LLM-based agent research, specifically through papers endorsed by authors.
When NOT to use LLM-Agent-Paper-List
- Seeking real-time interactive debugging tools; focuses more on paper reviews and general frameworks than coding sandbox features.
- Require support documentation in languages other than English or project-specific code details, as licensing and detailed documentation are currently unverified.
Choose ReAct if…
- Tags unique to ReAct: decision-making, prompting, reasoning.
- Also covers LLM Frameworks.
- When aiming for better decision-making in HotpotQA, alfworld environments, or WebShop scenarios with GPT-3
When NOT to use ReAct
- If requiring extensive custom task integration beyond provided notebooks, LangChain's zero-shot ReAct agent may be more preferable
- When PaLM outperforms GPT-3 on specific tasks or if an alternative model is preferred
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (WooooDyy/LLM-Agent-Paper-List) · observed Aug 17, 2026
- GitHub forks (WooooDyy/LLM-Agent-Paper-List) · observed Aug 17, 2026
- Last push (WooooDyy/LLM-Agent-Paper-List) · observed Sep 12, 2025
- License file (unknown) · observed Aug 17, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (ysymyth/ReAct) · observed Aug 17, 2026
- GitHub forks (ysymyth/ReAct) · observed Aug 17, 2026
- Last push (ysymyth/ReAct) · observed Feb 6, 2024
- License file (MIT) · observed Aug 17, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LLM-Agent-Paper-List 8.2k · ReAct 4.1k (synced Aug 17, 2026).
Common questions
- What is the difference between LLM-Agent-Paper-List and ReAct?
- LLM-Agent-Paper-List: Must-read papers for LLM-based agents.. ReAct: ReAct Prompting for decision-making with language models. See the comparison table for live GitHub stats and shared categories.
- When should I choose LLM-Agent-Paper-List over ReAct?
- Choose LLM-Agent-Paper-List over ReAct when Tags unique to LLM-Agent-Paper-List: agent, nlp, rl; Also covers Evaluation & Observability; Looking to survey key advancements in LLM-based agent research, specifically through papers endorsed by authors.
- When should I choose ReAct over LLM-Agent-Paper-List?
- Choose ReAct over LLM-Agent-Paper-List when Tags unique to ReAct: decision-making, prompting, reasoning; Also covers LLM Frameworks; When aiming for better decision-making in HotpotQA, alfworld environments, or WebShop scenarios with GPT-3.
- When should I avoid LLM-Agent-Paper-List?
- Seeking real-time interactive debugging tools; focuses more on paper reviews and general frameworks than coding sandbox features. Require support documentation in languages other than English or project-specific code details, as licensing and detailed documentation are currently unverified.
- When should I avoid ReAct?
- If requiring extensive custom task integration beyond provided notebooks, LangChain's zero-shot ReAct agent may be more preferable When PaLM outperforms GPT-3 on specific tasks or if an alternative model is preferred
- Is LLM-Agent-Paper-List or ReAct more popular on GitHub?
- LLM-Agent-Paper-List has more GitHub stars (8,172 vs 4,109). Stars measure visibility, not whether either tool fits your constraints.
- Are LLM-Agent-Paper-List and ReAct open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to LLM-Agent-Paper-List or ReAct?
- GraphCanon lists graph-backed alternatives at LLM-Agent-Paper-List alternatives and ReAct alternatives (LLM-Agent-Paper-List markdown twin, ReAct markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, LLM-Agent-Paper-List or ReAct?
- LLM-Agent-Paper-List: Slowing. ReAct: Dormant. 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 LLM-Agent-Paper-List and ReAct?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LLM-Agent-Paper-List trust report; ReAct trust report.