CHATS-lab/verbalized-sampling
Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Mod
- Stars
- 814
- Forks
- 84
- Open issues
- 0
- Last push
- 9mo ago
About verbalized-sampling
verbalized-sampling is a free, open-source LLM chat app by CHATS-lab, written mainly in Python. Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Mod. It has 814 GitHub stars and 84 forks, and was last updated 9mo ago. GitHub doesn't detect a standard license, so check the repository before using it commercially.
- License
- Not detected
- Language
- Python
- Stars
- 814
- Last update
- 9mo ago
- Runs on Mac
- Not stated
- GPU
- Not stated
- Paid API key
- Required
- Self-hostable
- Yes
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verbalized-sampling FAQ
Is verbalized-sampling free?
verbalized-sampling is open source, but it needs a paid third-party API key to work. GitHub doesn't detect a standard license, so check the repository before using it commercially.
Does verbalized-sampling run on a Mac?
The project doesn't say. Check its installation guide before you start.
Does verbalized-sampling need a GPU?
The project doesn't state hardware needs. AI models generally run much faster with a GPU.
Is verbalized-sampling still maintained?
It was last updated 9mo ago. Check recent issues on GitHub to judge how active it is.
What are alternatives to verbalized-sampling?
Similar free, open-source tools include langextract, Hands-On-Large-Language-Models, gpt_academic, Qwen.