Comparison
LlamaFactory vs baseline-defenses
Verdict
Pick LlamaFactory when tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai; pick baseline-defenses when tags unique to baseline-defenses: python.
Markdown twin · LlamaFactory alternatives · baseline-defenses alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | baseline-defenses |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (989d 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
- baseline-defenses
- Official Code for "Baseline Defenses for Adversarial Attacks Against Aligned Language Models"
Stars
- LlamaFactory
- 73k
- baseline-defenses
- 34
Forks
- LlamaFactory
- 8.9k
- baseline-defenses
- 1
Open issues
- LlamaFactory
- 1.1k
- baseline-defenses
- 0
Language
- LlamaFactory
- Python
- baseline-defenses
- Python
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.
- baseline-defenses
- -
Persona
- LlamaFactory
- -
- baseline-defenses
- -
Runtime
- LlamaFactory
- -
- baseline-defenses
- -
License
- LlamaFactory
- Apache-2.0
- baseline-defenses
- -
Last pushed
- LlamaFactory
- Jul 10, 2026
- baseline-defenses
- Oct 26, 2023
Categories
- LlamaFactory
- Model Training, LLM Frameworks
- baseline-defenses
- LLM Frameworks, Model Training, Computer Vision
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- baseline-defenses
- Dormant (18%)
Days since push
- LlamaFactory
- 0d
- baseline-defenses
- 989d
Open issues (now)
- LlamaFactory
- 1.1k
- baseline-defenses
- 0
Full report
- LlamaFactory
- Trust report
- baseline-defenses
- 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 34) - 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 baseline-defenses if…
- Tags unique to baseline-defenses: python.
- Also covers Computer Vision.
- Leaner open-issue backlog (0).
When NOT to use baseline-defenses
- Last GitHub push was 989 days ago (dormant maintenance, Oct 26, 2023). Validate activity before betting a new project on baseline-defenses.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
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 (neelsjain/baseline-defenses) · observed Jul 11, 2026
- GitHub forks (neelsjain/baseline-defenses) · observed Jul 11, 2026
- Last push (neelsjain/baseline-defenses) · observed Oct 26, 2023
- License file (unknown) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · baseline-defenses 34 (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and baseline-defenses?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. baseline-defenses: Official Code for "Baseline Defenses for Adversarial Attacks Against Aligned Language Models". See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over baseline-defenses?
- Choose LlamaFactory over baseline-defenses 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 34) - visibility, not fit.
- When should I choose baseline-defenses over LlamaFactory?
- Choose baseline-defenses over LlamaFactory when Tags unique to baseline-defenses: python; Also covers Computer Vision; 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 baseline-defenses?
- Last GitHub push was 989 days ago (dormant maintenance, Oct 26, 2023). Validate activity before betting a new project on baseline-defenses. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is LlamaFactory or baseline-defenses more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 34). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and baseline-defenses open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to LlamaFactory or baseline-defenses?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and baseline-defenses alternatives (LlamaFactory markdown twin, baseline-defenses 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 baseline-defenses?
- LlamaFactory: Very active. baseline-defenses: 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 LlamaFactory and baseline-defenses?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; baseline-defenses trust report.