<h1 style="text-align: center">Orfini</h1>
<h2 style="text-align: center">An experimental model</h2>
<hr>


## Model Details
Orfini is an experimental merged model created from the following three foundation models:

- stabilityai/StableBeluga-7B
- pankajmathur/orca_mini_v3_7b  
- AIDC-ai-business/Marcoroni-7B
  
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.

Once the model obtains it's evaluation scores, then we'll know if it works or not.

## Intended Use
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.

## Training Data
Orfini inherits training data from its three foundation models:

- StableBeluga-7B: COT, Niv2, t0, & FLAN2021
- dolphin-llama2-7b: Dolphin
- Marcoroni-7B: OpenOrca

## Limitations
As an untested merged model, Orfini has unknown capabilities and limitations. Potential issues include:

- Instability due to merged architectures
- Compounded bias and issues from all three foundation models
- Decreased performance on some tasks compared to the foundation models

Extensive testing is required to characterize Orfini's capabilities and limitations.

## Ethical Considerations
- Orfini may exhibit harmful biases inherited from its training data
- Output may be unreliable or manipulated due to instability
- Experimental nature increases potential for misuse

Use this model ethically and do not deploy it for sensitive applications.

## Contact Information
Please report issues or concerns with this model to the creator for further investigation.
{"language": ["en"], "license": "mit", "tags": ["merge", "slerp"], "datasets": ["Open-Orca/OpenOrca", "conceptofmind/cot_submix_original", "conceptofmind/t0_submix_original", "conceptofmind/niv2_submix_original", "conceptofmind/flan2021_submix_original", "ehartford/dolphin"], "metrics": ["accuracy", "bleu"], "inference": false}
transformers pytorch llama text-generation merge slerp en dataset:Open-Orca/OpenOrca dataset:conceptofmind/cot_submix_original dataset:conceptofmind/t0_submix_original dataset:conceptofmind/niv2_submix_original dataset:conceptofmind/flan2021_submix_original dataset:ehartford/dolphin license:mit autotrain_compatible text-generation-inference region:us