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@@ -47,7 +47,7 @@ The core models released in this batch include the following:
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  - Core repo (training, inference, fine-tuning etc.): https://github.com/allenai/OLMo
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  - Evaluation code: https://github.com/allenai/olmes
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  - Further fine-tuning code: https://github.com/allenai/open-instruct
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- - **Paper:** Coming soon!
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  - **Demo:** https://playground.allenai.org/
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  ## Installation
@@ -152,5 +152,14 @@ For more information, please see our [Responsible Use Guidelines](https://allena
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  This model has been fine-tuned using a dataset mix with outputs generated from third party models and are subject to additional terms: [Gemma Terms of Use](https://ai.google.dev/gemma/terms).
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  ## Citation
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-
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- A technical manuscript is forthcoming!
 
 
 
 
 
 
 
 
 
 
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  - Core repo (training, inference, fine-tuning etc.): https://github.com/allenai/OLMo
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  - Evaluation code: https://github.com/allenai/olmes
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  - Further fine-tuning code: https://github.com/allenai/open-instruct
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+ - **Paper:** https://arxiv.org/abs/2501.00656
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  - **Demo:** https://playground.allenai.org/
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  ## Installation
 
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  This model has been fine-tuned using a dataset mix with outputs generated from third party models and are subject to additional terms: [Gemma Terms of Use](https://ai.google.dev/gemma/terms).
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  ## Citation
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+ ```
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+ @misc{olmo20242olmo2furious,
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+ title={2 OLMo 2 Furious},
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+ author={Team OLMo and Pete Walsh and Luca Soldaini and Dirk Groeneveld and Kyle Lo and Shane Arora and Akshita Bhagia and Yuling Gu and Shengyi Huang and Matt Jordan and Nathan Lambert and Dustin Schwenk and Oyvind Tafjord and Taira Anderson and David Atkinson and Faeze Brahman and Christopher Clark and Pradeep Dasigi and Nouha Dziri and Michal Guerquin and Hamish Ivison and Pang Wei Koh and Jiacheng Liu and Saumya Malik and William Merrill and Lester James V. Miranda and Jacob Morrison and Tyler Murray and Crystal Nam and Valentina Pyatkin and Aman Rangapur and Michael Schmitz and Sam Skjonsberg and David Wadden and Christopher Wilhelm and Michael Wilson and Luke Zettlemoyer and Ali Farhadi and Noah A. Smith and Hannaneh Hajishirzi},
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+ year={2024},
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+ eprint={2501.00656},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2501.00656},
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+ }
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+ ```