# CHATS-lab/verbalized-sampling

<https://repo.masters-masters.com/en/repos/CHATS-lab/verbalized-sampling>

[Home](https://repo.masters-masters.com/en) › [CHATS-lab](https://repo.masters-masters.com/en/owners/CHATS-lab) › [verbalized-sampling](https://repo.masters-masters.com/en/repos/CHATS-lab/verbalized-sampling)

CHATS-lab/verbalized-sampling has 817 stars on GitHub. Its RepoMasters card: Beta tier. Verbalized Sampling, a training-free prompting strategy to mitigate…

| Field | Value |
| --- | --- |
| Owner | [CHATS-lab](https://repo.masters-masters.com/en/owners/CHATS-lab) |
| Stars | 817 |
| Forks | 84 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | None |
| Created | 2025 |
| Topics | claude, creative-writing, diversity, gemini, gpt, large-language-models, llm, mode-collapse, prompt-engineering, python |
| Tier | [Beta (700 to 1,999 ★)](https://repo.masters-masters.com/en/ranks/box_office) |
| View on GitHub | [CHATS-lab/verbalized-sampling](https://github.com/CHATS-lab/verbalized-sampling) |

## Repository

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. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue si…

The tier for repos with 700 to 1,999 ★. Published odds per card pulled: 6%. Rarity: Rare.

## More repos by CHATS-lab

- [CHATS-lab/persuasive\_jailbreaker · ★ 367 · HTML · Alpha](https://repo.masters-masters.com/en/repos/CHATS-lab/persuasive_jailbreaker)
- [CHATS-lab/KokoMind · ★ 104 · JavaScript · Prototype](https://repo.masters-masters.com/en/repos/CHATS-lab/KokoMind)

## Nearby in Python

- [dhcode-cpp/X-R1 · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/dhcode-cpp/X-R1)
- [paulilaaso/lue · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/paulilaaso/lue)
- [harshkedia177/axon · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/harshkedia177/axon)
- [matplotlib/basemap · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/matplotlib/basemap)
- [f-droid/fdroidserver · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/f-droid/fdroidserver)
- [pychess/pychess · ★ 817 · Python · Beta](https://repo.masters-masters.com/en/repos/pychess/pychess)

---
Data: GitHub · Illustration: the project’s public image, pixelated by RepoMasters.