6 LLM-Finetuning Alternatives, Compared
LLM Finetuning with peft sits in Writing Assistants. Below is every comparable tool we hold data on — 6 of them have a free tier.
Still want the original? Read our LLM-Finetuning write-up.
| Tool | What it does | Pricing | Free tier |
|---|---|---|---|
 CDial-GPT | A Large-scale Chinese Short-Text Conversation Dataset and Chinese pre-training dialog models | Free tier | |
 ChatLM-mini-Chinese | 中文对话0.2B小模型（ChatLM-Chinese-0.2B），开源所有数据集来源、数据清洗、tokenizer训练、模型预训练、SFT指令微调、RLHF优化等流程的全部代码。支持下游任务sft微调，给出三元组信息抽取微调示例。 | Free tier | |
 Chat-Haruhi-Suzumiya | Chat凉宫春日, An open sourced Role-Playing chatbot Cheng Li, Ziang Leng, and others. | Free tier | |
 DialoGPT | Large-scale pretraining for dialogue | Free tier | |
 GPT2-Chinese | Chinese version of GPT2 training code, using BERT tokenizer. | Free tier | |
 gpt-2-simple | Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts | Free tier |
CDial-GPT — A Large-scale Chinese Short-Text Conversation Dataset and Chinese pre-training dialog models
A Large-scale Chinese Short-Text Conversation Dataset and Chinese pre-training dialog models
ChatLM-mini-Chinese — 中文对话0.2B小模型（ChatLM-Chinese-0.2B），开源所有数据集来源、数据清洗、tokenizer训练、模型预训练、SFT指令微调、RLHF优化等流程的全部代码。支持下游任务sft微调，给出三元组信息抽取微调示例。
中文对话0.2B小模型（ChatLM-Chinese-0.2B），开源所有数据集来源、数据清洗、tokenizer训练、模型预训练、SFT指令微调、RLHF优化等流程的全部代码。支持下游任务sft微调，给出三元组信息抽取微调示例。
Chat-Haruhi-Suzumiya — Chat凉宫春日, An open sourced Role-Playing chatbot Cheng Li, Ziang Leng, and others.
Chat凉宫春日, An open sourced Role-Playing chatbot Cheng Li, Ziang Leng, and others.
DialoGPT — Large-scale pretraining for dialogue
Large-scale pretraining for dialogue
GPT2-Chinese — Chinese version of GPT2 training code, using BERT tokenizer.
Chinese version of GPT2 training code, using BERT tokenizer.
Common questions
What is the best LLM-Finetuning alternative?
CDial-GPT is the closest alternative to LLM-Finetuning in the Writing Assistants category. A Large-scale Chinese Short-Text Conversation Dataset and Chinese pre-training dialog models Which one fits depends on whether you need a free tier — 6 of these 6 options have one.
Is there a free alternative to LLM-Finetuning?
Yes — CDial-GPT, ChatLM-mini-Chinese, Chat-Haruhi-Suzumiya all offer a free tier.
How were these LLM-Finetuning alternatives chosen?
They are tools listed in the same category as LLM-Finetuning on Neura Market, ranked by how closely they match on capability. We list every option we hold data for rather than a paid-placement shortlist.