Comparison
LlamaFactory vs Chain-of-ThoughtsPapers
Verdict
Pick LlamaFactory if llamaFactory is a sophisticated tool for fine-tuning numerous large language models and visual language models efficiently using various methods such as LoRA, QLoRA, RLHF, and quantization; pick Chain-of-ThoughtsPapers if chain-of-ThoughtsPapers curates critical research on chain-of-thought reasoning in large language models, aimed at enhancing a model's ability to perform logical reasoning through iterative step-by-step analyses.
Markdown twin · LlamaFactory alternatives · Chain-of-ThoughtsPapers alternatives
GraphCanon updated today
Trust & integrity
| Signal | LlamaFactory | Chain-of-ThoughtsPapers |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (1010d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- Chain-of-ThoughtsPapers
- A curated list of papers exploring chain-of-thought reasoning in large language models.
Stars
- LlamaFactory
- 73k
- Chain-of-ThoughtsPapers
- 2.1k
Forks
- LlamaFactory
- 8.9k
- Chain-of-ThoughtsPapers
- 142
Open issues
- LlamaFactory
- 1.1k
- Chain-of-ThoughtsPapers
- 0
Language
- LlamaFactory
- Python
- Chain-of-ThoughtsPapers
- -
Adopt for
- LlamaFactory
- LlamaFactory is a sophisticated tool for fine-tuning numerous large language models and visual language models efficiently using various methods such as LoRA, QLoRA, RLHF, and quantization.
- Chain-of-ThoughtsPapers
- Chain-of-ThoughtsPapers curates critical research on chain-of-thought reasoning in large language models, aimed at enhancing a model's ability to perform logical reasoning through iterative step-by-step analyses.
Persona
- LlamaFactory
- -
- Chain-of-ThoughtsPapers
- end user agent
Runtime
- LlamaFactory
- -
- Chain-of-ThoughtsPapers
- -
License
- LlamaFactory
- Apache-2.0
- Chain-of-ThoughtsPapers
- -
Last pushed
- LlamaFactory
- Jul 10, 2026
- Chain-of-ThoughtsPapers
- Oct 5, 2023
Categories
- LlamaFactory
- Model Training, LLM Frameworks
- Chain-of-ThoughtsPapers
- LLM Frameworks, Model Training
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- Chain-of-ThoughtsPapers
- Archived (8%)
Days since push
- LlamaFactory
- 0d
- Chain-of-ThoughtsPapers
- 1010d
Archived on GitHub
- LlamaFactory
- No
- Chain-of-ThoughtsPapers
- Yes
Open issues (now)
- LlamaFactory
- 1.1k
- Chain-of-ThoughtsPapers
- 0
Full report
- LlamaFactory
- Trust report
- Chain-of-ThoughtsPapers
- Trust report
Choose LlamaFactory if…
- Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- More GitHub stars (73k vs 2.1k) - visibility, not fit.
When NOT to use LlamaFactory
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory.
- If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
Choose Chain-of-ThoughtsPapers if…
- Tags unique to Chain-of-ThoughtsPapers: gpt-3, chain-of-thought, prompt-learning, codex.
- When you need insights into foundational and cutting-edge research on how language models can be prompted or structured to reason logically.
- Leaner open-issue backlog (0).
When NOT to use Chain-of-ThoughtsPapers
- If your focus is on unrelated areas such as image processing or speech recognition, where chain-of-thought reasoning in LLMs does not directly play a role.
- For projects requiring immediate practical coding implementations — this repository primarily focuses on research and theoretical underpinnings rather than ready-to-use software libraries or codebases
- In scenarios necessitating alternative approaches to language model training which do not emphasize step-by-step reasoning, such as models trained purely for pattern recognition without emphasis on a
- what_is_missing
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hiyouga/LlamaFactory) · observed Jul 11, 2026
- GitHub forks (hiyouga/LlamaFactory) · observed Jul 11, 2026
- Last push (hiyouga/LlamaFactory) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Timothyxxx/Chain-of-ThoughtsPapers) · observed Jul 11, 2026
- GitHub forks (Timothyxxx/Chain-of-ThoughtsPapers) · observed Jul 11, 2026
- Last push (Timothyxxx/Chain-of-ThoughtsPapers) · observed Oct 5, 2023
- License file (unknown) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · Chain-of-ThoughtsPapers 2.1k (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and Chain-of-ThoughtsPapers?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. Chain-of-ThoughtsPapers: A curated list of papers exploring chain-of-thought reasoning in large language models.. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over Chain-of-ThoughtsPapers?
- Choose LlamaFactory over Chain-of-ThoughtsPapers when Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA; More GitHub stars (73k vs 2.1k) - visibility, not fit.
- When should I choose Chain-of-ThoughtsPapers over LlamaFactory?
- Choose Chain-of-ThoughtsPapers over LlamaFactory when Tags unique to Chain-of-ThoughtsPapers: gpt-3, chain-of-thought, prompt-learning, codex; When you need insights into foundational and cutting-edge research on how language models can be prompted or structured to reason logically; Leaner open-issue backlog (0).
- When should I avoid LlamaFactory?
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory. If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
- When should I avoid Chain-of-ThoughtsPapers?
- If your focus is on unrelated areas such as image processing or speech recognition, where chain-of-thought reasoning in LLMs does not directly play a role. For projects requiring immediate practical coding implementations — this repository primarily focuses on research and theoretical underpinnings rather than ready-to-use software libraries or codebases In scenarios necessitating alternative approaches to language model training which do not emphasize step-by-step reasoning, such as models trained purely for pattern recognition without emphasis on a what_is_missing
- Is LlamaFactory or Chain-of-ThoughtsPapers more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 2,106). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and Chain-of-ThoughtsPapers open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to LlamaFactory or Chain-of-ThoughtsPapers?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and Chain-of-ThoughtsPapers alternatives (LlamaFactory markdown twin, Chain-of-ThoughtsPapers 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, LlamaFactory or Chain-of-ThoughtsPapers?
- LlamaFactory: Very active. Chain-of-ThoughtsPapers: Archived. 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 LlamaFactory and Chain-of-ThoughtsPapers?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; Chain-of-ThoughtsPapers trust report.