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athirdpath/Orca-2-13b-Alpaca-Uncensored
Orca-2-13b-Alpaca-Uncensored is a text generation model from athirdpath. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as other.
This model is a fine-tuned version of microsoft/Orca-2-13b on a subset of the Vezora/MiniOrcaUncencoredAlpaca dataset, adjusted to demonstrate the relationship between instruction and input, with some particularly spi…
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From the Hugging Face model README
This model is a fine-tuned version of microsoft/Orca-2-13b on a subset of the Vezora/Mini_Orca_Uncencored_Alpaca dataset, adjusted to demonstrate the relationship between instruction and input, with some particularly spicy prompts added to reduce the risk of rejections.
Only the q_proj and k_proj modules were targeted and a low rank (8) was used, in hopes of containing the adjustments to the prompt format and alignment. This is promising on paper, with the training's per-step loss averaging <0.9 for the last third of the run.
Reasoning stayed solid (for a 13b model) and I consider this a success. Performance is slighty worse than OG Orca-2 in Ooba's chat mode, comparable in Alpaca chat-instruct mode to the OG in ChatLM chat-instruct mode.
May still reject some shocking prompts, but can easily be overcome with author's note or character card.
Detailed results can be found here
| Metric | Value |
|---|---|
| Avg. | 61.63 |
| AI2 Reasoning Challenge (25-Shot) | 61.09 |
| HellaSwag (10-Shot) | 79.27 |
| MMLU (5-Shot) | 60.13 |
| TruthfulQA (0-shot) | 53.59 |
| Winogrande (5-shot) | 77.43 |
| GSM8k (5-shot) | 38.29 |