LlamaFactory vs human-eval

Common questions

What is the difference between LlamaFactory and human-eval?

LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. human-eval: Code for the paper "Evaluating Large Language Models Trained on Code". See the comparison table for live GitHub stats and shared categories.

When should I choose LlamaFactory over human-eval?

Choose LlamaFactory over human-eval when License: LlamaFactory is Apache-2.0, human-eval is MIT; 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.

When should I choose human-eval over LlamaFactory?

Choose human-eval over LlamaFactory when License: human-eval is MIT, LlamaFactory is Apache-2.0; Tags unique to human-eval: python; Also covers Evaluation & Observability.

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 human-eval?

Last GitHub push was 540 days ago (dormant maintenance, Jan 17, 2025). Validate activity before betting a new project on human-eval. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

Is LlamaFactory or human-eval more popular on GitHub?

LlamaFactory has more GitHub stars (73,157 vs 3,294). Stars measure visibility, not whether either tool fits your constraints.

Are LlamaFactory and human-eval open source?

Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, human-eval: MIT).

Where can I find alternatives to LlamaFactory or human-eval?

GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and human-eval alternatives (LlamaFactory markdown twin, human-eval 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 human-eval?

LlamaFactory: Very active. human-eval: 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 human-eval?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; human-eval trust report.