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@@ -34,11 +34,11 @@ for subsequent finetuning.
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  We suggest to finetune the model further on experimental data (NIST, Wiley) to reach the performance reported in our [preprint]. Though we can not
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  make the final model available, since it was finetuned on a proprietary dataset (NIST). If youhave purchased the NIST GC-EI-MS license, you can
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  either fine-tune the model yourself using the code in [our GitHub repository] or contact us with a proof of the license and we will share the final
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- model with you. The code we used for the data processing, finetuning, evaluation, model comparison and more can also be found in [our GitHub repository] (TODO).
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- Our [preprint] (TODO) provides more information about the task background, the final finetuned model, and the experiments.
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  [NEIMS]: https://github.com/brain-research/deep-molecular-massspec
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  [RASSP]: https://github.com/thejonaslab/rassp-public
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  [our GitHub repository]: https://github.com/hejjack/SpecTUS/
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- [preprint]: !TODO!
 
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  We suggest to finetune the model further on experimental data (NIST, Wiley) to reach the performance reported in our [preprint]. Though we can not
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  make the final model available, since it was finetuned on a proprietary dataset (NIST). If youhave purchased the NIST GC-EI-MS license, you can
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  either fine-tune the model yourself using the code in [our GitHub repository] or contact us with a proof of the license and we will share the final
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+ model with you. The code we used for the data processing, finetuning, evaluation, model comparison and more can also be found in [our GitHub repository].
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+ Our [preprint] provides more information about the task background, the final finetuned model, and the experiments.
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  [NEIMS]: https://github.com/brain-research/deep-molecular-massspec
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  [RASSP]: https://github.com/thejonaslab/rassp-public
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  [our GitHub repository]: https://github.com/hejjack/SpecTUS/
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+ [preprint]: https://arxiv.org/abs/2502.05114