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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ pipeline_tag: text-generation
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+ datasets:
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+ - appvoid/no-prompt-50k
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+ ---
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+ ![palmer](https://huggingface.co/appvoid/palmer-001/resolve/main/palmer.jpeg)
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+ # palmer
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+ ### a better base model
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+ palmer is a series of ~1b parameters language models fine-tuned to be used as base models instead of using custom prompts for tasks. This means that it can be further fine-tuned on more data with custom prompts as usual or be used for downstream tasks as any base model you can get. The model has the best of both worlds: some "bias" to act as an assistant, but also the abillity to predict the next-word from its internet knowledge base. It's a 1.1b llama 2 model so you can use it with your favorite tools/frameworks.
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+
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+ ### evaluation
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+ |Model| ARC_C| HellaSwag| PIQA| Winogrande|
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+ |------|-----|-----------|------|-------------|
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+ |tinyllama-2t| 0.2807| 0.5463| 0.7067| 0.5683|
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+ |palmer-001| 0.2807| 0.5524| 0.7106| 0.5896|
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+ |tinyllama-2.5t|0.3191|0.5896| 0.7307| 0.5872|
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+ |palmer-002|0.3242|**0.5956**|**0.7345**|0.5888|
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+ |palmer-002-ultra|**0.3319**| ~ |0.7252|**0.6038**|
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+
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+ ### training
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+ Training took ~3.5 P100 gpu hours. It was trained on 15,000 gpt-4 shuffled samples. palmer was fine-tuned using lower learning rates ensuring it keeps as much general knowledge as possible.
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+
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+
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+ ### prompt
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+ ```
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+ no prompt
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+ ```
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+ <a href="https://ko-fi.com/appvoid" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 48px !important;width: 180px !important; filter: invert(70%);" ></a>