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fix: correct spelling and grammatical inconsistencies in README #24

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fix: correct spelling and grammatical inconsistencies in README #24

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6 changes: 3 additions & 3 deletions README.md
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Expand Up @@ -5,13 +5,13 @@ TinyZero is a reproduction of [DeepSeek R1 Zero](https://github.com/deepseek-ai/

Through RL, the 3B base LM develops self-verification and search abilities all on its own

You can experience the Ahah moment yourself for < $30
You can experience the Aha moment yourself for < $30

Twitter thread: https://x.com/jiayi_pirate/status/1882839370505621655

Full experiment log: https://wandb.ai/jiayipan/TinyZero

Paper's on it's way!
Paper is on its way!

## Installation

Expand Down Expand Up @@ -97,7 +97,7 @@ export VLLM_ATTENTION_BACKEND=XFORMERS
bash ./scripts/train_tiny_zero.sh
```

## Acknowledge
## Acknowledgements
* We run our experiments based on [veRL](https://github.com/volcengine/verl).
* We use Qwen2.5 series base model [Qwen2.5](https://github.com/QwenLM/Qwen2.5).

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