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README.md
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---
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license: mit
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---
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---
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license: mit
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datasets:
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- Open-Orca/OpenOrca
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- conceptofmind/cot_submix_original
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- conceptofmind/t0_submix_original
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- conceptofmind/niv2_submix_original
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- conceptofmind/flan2021_submix_original
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- ehartford/dolphin
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language:
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- en
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tags:
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- merge
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- slerp
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inference: false
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metrics:
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- accuracy
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- bleu
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---
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<h1 style="text-align: center">Orfini</h1>
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<h2 style="text-align: center">An experimental model</h2>
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<hr>
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## Model Details
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Orfini is an experimental merged model created from the following three foundation models:
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- stabilityai/StableBeluga-7B
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- pankajmathur/orca_mini_v3_7b
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- AIDC-ai-business/Marcoroni-7B
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Orfini was created by merging the weights and architectures of these three models using a custom merging technique. No further fine-tuning was performed after the merge.
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Once the model obtains it's evaluation scores, then we'll know if it works or not.
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## Intended Use
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As an experimental model, Orfini is intended for testing and research purposes only. It should not be used for production systems or to generate content for public use.
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## Training Data
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Orfini inherits training data from its three foundation models:
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- StableBeluga-7B: COT, Niv2, t0, & FLAN2021
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- dolphin-llama2-7b: Dolphin
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- Marcoroni-7B: OpenOrca
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## Limitations
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As an untested merged model, Orfini has unknown capabilities and limitations. Potential issues include:
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- Instability due to merged architectures
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- Compounded bias and issues from all three foundation models
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- Decreased performance on some tasks compared to the foundation models
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Extensive testing is required to characterize Orfini's capabilities and limitations.
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## Ethical Considerations
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- Orfini may exhibit harmful biases inherited from its training data
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- Output may be unreliable or manipulated due to instability
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- Experimental nature increases potential for misuse
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Use this model ethically and do not deploy it for sensitive applications.
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## Contact Information
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Please report issues or concerns with this model to the creator for further investigation.
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