| --- |
| license: mit |
| datasets: |
| - Open-Orca/OpenOrca |
| - conceptofmind/cot_submix_original |
| - conceptofmind/t0_submix_original |
| - conceptofmind/niv2_submix_original |
| - conceptofmind/flan2021_submix_original |
| - ehartford/dolphin |
| language: |
| - en |
| tags: |
| - merge |
| - slerp |
| inference: false |
| metrics: |
| - accuracy |
| - bleu |
| --- |
| <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. |
