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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 llama 2 model so you can use it with your favorite tools/frameworks.
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Note: highly experimenal yet! Your feedback will make it better.
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```
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On this article, we are going to learn
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palmer-001: about the different types of data that are used in the field of data science...
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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 llama 2 model so you can use it with your favorite tools/frameworks.
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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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### 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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Note: highly experimenal yet! Your feedback will make it better.
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### prompt
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```
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On this article, we are going to learn
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palmer-001: about the different types of data that are used in the field of data science...
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