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@@ -42,7 +42,7 @@ Note that a beginning-of-sequence (BOS) token is automatically added at tokeniza
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  You may also use our tokenizer's `apply_chat_template` if doing inference with `chatml` set or evaluating generations through non-local clients.
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- Please refer to our [code repository](https://github.com/ContextualAI/HALOs) or [blog](https://contextual.ai/better-cheaper-faster-llm-alignment-with-kto/) for more details on the methodology.
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  If you found this work useful, feel free to cite [our work](https://arxiv.org/abs/2402.01306):
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  ```
 
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  You may also use our tokenizer's `apply_chat_template` if doing inference with `chatml` set or evaluating generations through non-local clients.
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+ For more info on KTO refer to our [code repository](https://github.com/ContextualAI/HALOs) or [blog](https://contextual.ai/better-cheaper-faster-llm-alignment-with-kto/) for more details on the methodology.
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  If you found this work useful, feel free to cite [our work](https://arxiv.org/abs/2402.01306):
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  ```