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model-index:
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- name: DCFT-Stratos-Verified-114k-7B-4gpus
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results: []
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---
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#
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This model is a fine-tuned version of [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct) on the
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## Intended uses & limitations
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##
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 3.0
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### Training results
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### Framework versions
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- Transformers 4.46.1
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- Pytorch 2.3.0
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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model-index:
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- name: DCFT-Stratos-Verified-114k-7B-4gpus
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results: []
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datasets:
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- open-thoughts/open-thoughts-114k
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---
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<p align="center">
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<img src="https://huggingface.co/datasets/open-thoughts/open-thoughts-114k/resolve/main/open_thoughts.png" width="50%">
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</p>
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# OpenThinker-7B
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This model is a fine-tuned version of [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct) on the
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[OpenThoughts-114k dataset](https://huggingface.co/datasets/open-thoughts/OpenThoughts-114k) dataset.
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The dataset is derived by distilling DeepSeek-R1 using the [data pipeline available on github](https://github.com/open-thoughts/open-thoughts).
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More info about the dataset can be found on the dataset card at [OpenThoughts-114k dataset](https://huggingface.co/datasets/open-thoughts/open-thoughts-114k).
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This model improves upon the [Bespoke-Stratos-7B model](https://huggingface.co/bespokelabs/Bespoke-Stratos-7B), which used 17k examples ([Bespoke-Stratos-17k dataset](https://huggingface.co/datasets/bespokelabs/Bespoke-Stratos-17k)).
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| | AIME24 | MATH500 | GPQA-D | LCB Easy | LCB Med | LCB Hard | Open Weights | Open Data | Open Code |
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|--|--------|---------|--------|----------|---------|----------|--------------|-----------| --------- |
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|OpenThinker-7B|26.7|86|40.4|74.2|31.1|3.3|β|[β](https://huggingface.co/datasets/open-thoughts/OpenThoughts-114k)|[β](https://github.com/open-thoughts/open-thoughts) |
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|Bespoke-Stratos-7B|20.0|82.0|37.8|71.4|25.2|1.6|β|[β](https://huggingface.co/datasets/bespokelabs/Bespoke-Stratos-17k)|[β](https://github.com/bespokelabsai/curator/tree/main/examples/bespoke-stratos-data-generation)|
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|DeepSeek-R1-Distill-Qwen-7B|43.3|89.4|44.9|81.3|42.2|2.4|β|β|β|
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|gpt-4o-0513|9.3|74.6|49.9|-|-|-|β|β|β|
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|o1-mini|63.6|90.0|60.0|-|-|-|β|β|β|
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## Intended uses & limitations
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Apache 2.0 License
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## Training procedure
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We used four 8xH100 nodes to train the model for 20 hours.
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### Training hyperparameters
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The following hyperparameters were used during training:
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 3.0
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### Framework versions
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- Transformers 4.46.1
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- Pytorch 2.3.0
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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More info can be found in our repository: [https://github.com/open-thoughts/open-thoughts](https://github.com/open-thoughts/open-thoughts).
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# Links
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- π [Open Thoughts Launch Blog Post](https://www.open-thoughts.ai/blog/launch)
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- π [Open Thoughts GitHub Repository](https://github.com/open-thoughts/open-thoughts)
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- π§ [OpenThoughts-114k dataset](https://huggingface.co/datasets/open-thoughts/OpenThoughts-114k)
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- π€ [OpenThinker-7B model](https://huggingface.co/open-thoughts/OpenThinker-7B) - this model.
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- π [Bespoke-Stratos Blog Post](https://www.bespokelabs.ai/blog/bespoke-stratos-the-unreasonable-effectiveness-of-reasoning-distillation)
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- π§ [Bespoke-Stratos-17k dataset](https://huggingface.co/datasets/bespokelabs/Bespoke-Stratos-17k)
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- π€ [Bespoke-Stratos-32B model](https://huggingface.co/bespokelabs/Bespoke-Stratos-32B)
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- π€ [Bespoke-Stratos-7B model](https://huggingface.co/bespokelabs/Bespoke-Stratos-7B)
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