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@@ -41,7 +41,7 @@ The purpose of releasing the **KafkaLM series** is to contribute to the German A
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  The main goal was to provide LLMs proficient in German, especially to be used in German-speaking business contexts where English alone is not sufficient.
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- ## LaerRMT w/ Q-Lora
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  Based on the brilliant work from [laserRMT](https://github.com/cognitivecomputations/laserRMT/) team, I used the SNR implementation for identifying candiate layers to be used for the DPO training.
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  The main goal was to provide LLMs proficient in German, especially to be used in German-speaking business contexts where English alone is not sufficient.
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+ ## DPO Training with laserRMT w/ Q-Lora
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  Based on the brilliant work from [laserRMT](https://github.com/cognitivecomputations/laserRMT/) team, I used the SNR implementation for identifying candiate layers to be used for the DPO training.
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