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@@ -53,6 +53,13 @@ The model was finetuned on ~100,000 curated transcripts across different domanin
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  - **License:** apache-2.0
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  - **Finetuned from model :** unsloth/Qwen2.5-0.5B-Instruct
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  [<img style="border-radius: 20px;" src="https://storage.googleapis.com/desivocal-prod/desi-vocal/logo.png" width="200"/>](https://ringg.ai)
 
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  - **License:** apache-2.0
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  - **Finetuned from model :** unsloth/Qwen2.5-0.5B-Instruct
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+ - Parameter decision where made using
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+ **Schulman, J., & Thinking Machines Lab. (2025).**
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+ *LoRA Without Regret.*
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+ Thinking Machines Lab: Connectionism.
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+ DOI: 10.64434/tml.20250929
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+ Link: https://thinkingmachines.ai/blog/lora/
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  [<img style="border-radius: 20px;" src="https://storage.googleapis.com/desivocal-prod/desi-vocal/logo.png" width="200"/>](https://ringg.ai)