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license: cc-by-nc-4.0 |
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<!-- description start --> |
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## Description |
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This repository hosts **Kunoichi-DPO-7B**, a DPO finetune using Intel's Orca pairs with the Alpaca template on Kunoichi-7B. This model is targeted at general use. In my testing, it has stronger reasoning and instruction following capabilities than Kunoichi-7B but it may be worse for roleplaying purposes due to the alignment from the Orca dataset. |
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This model is undergoing benchmark testing and I will update the model page with the finalized results. |
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| Model | MT Bench | EQ Bench | MMLU | Logic Test | |
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|----------------------|----------|----------|---------|-------------| |
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| GPT-4-Turbo | 9.32 | - | - | - | |
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| GPT-4 | 8.99 | 62.52 | 86.4 | 0.86 | |
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| **Kunoichi-DPO-7B** | **8.29** | **41.60** | - | **0.59** | |
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| **Kunoichi-7B** | **8.14** | **44.32** | **64.9** | **0.58** | |
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| Starling-7B | 8.09 | - | 63.9 | 0.51 | |
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| Claude-2 | 8.06 | 52.14 | 78.5 | - | |
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| Silicon-Maid-7B | 7.96 | 40.44 | 64.7 | 0.54 | |
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| Loyal-Macaroni-Maid-7B | 7.95 | 38.66 | 64.9 | 0.57 | |
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| GPT-3.5-Turbo | 7.94 | 50.28 | 70 | 0.57 | |
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| Claude-1 | 7.9 | - | 77 | - | |
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| Openchat-3.5 | 7.81 | 37.08 | 64.3 | 0.39 | |
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| Dolphin-2.6-DPO | 7.74 | 42.88 | 61.9 | 0.53 | |
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| Zephyr-7B-beta | 7.34 | 38.71 | 61.4 | 0.30 | |
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| Llama-2-70b-chat-hf | 6.86 | 51.56 | 63 | - | |
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| Neural-chat-7b-v3-1 | 6.84 | 43.61 | 62.4 | 0.30 | |
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| Model | Average | AGIEval | GPT4All | TruthfulQA | Bigbench | |
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|---|---:|---:|---:|---:|---:| |
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| **Kunoichi-DPO-7B**|**58.4**| 45.08 | 74| 66.99| 47.52| |
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| [Kunoichi-7B](https://huggingface.co/SanjiWatsuki/Kunoichi-7B)|57.54| 44.99| 74.86| 63.72| 46.58| |
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| [OpenPipe/mistral-ft-optimized-1218](https://huggingface.co/OpenPipe/mistral-ft-optimized-1218)| 56.85 | 44.74 | 75.6 | 59.89 | 47.17 | |
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| [Silicon-Maid-7B](https://huggingface.co/SanjiWatsuki/Silicon-Maid-7B) | 56.45| 44.74| 74.26| 61.5| 45.32| |
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| [mlabonne/NeuralHermes-2.5-Mistral-7B](https://huggingface.co/mlabonne/NeuralHermes-2.5-Mistral-7B) | 53.51 | 43.67 | 73.24 | 55.37 | 41.76 | |
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| [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B) | 52.42 | 42.75 | 72.99 | 52.99 | 40.94 | |
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| [openchat/openchat_3.5](https://huggingface.co/openchat/openchat_3.5) | 51.34 | 42.67 | 72.92 | 47.27 | 42.51 | |
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| [berkeley-nest/Starling-LM-7B-alpha](https://huggingface.co/berkeley-nest/Starling-LM-7B-alpha) | 51.16 | 42.06 | 72.72 | 47.33 | 42.53 | |
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| [HuggingFaceH4/zephyr-7b-beta](https://huggingface.co/HuggingFaceH4/zephyr-7b-beta) | 50.99 | 37.33 | 71.83 | 55.1 | 39.7 | |
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The model is intended to be used with up to an 8k context window. Using a NTK RoPE alpha of 2.6, the model can be used experimentally up to a 16k context window. |
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<!-- description end --> |
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<!-- prompt-template start --> |
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## Prompt template: Custom format, or Alpaca |
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### Alpaca: |
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``` |
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Below is an instruction that describes a task. Write a response that appropriately completes the request. |
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### Instruction: |
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{prompt} |
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### Response: |
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``` |
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### SillyTavern format: |
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I found the best SillyTavern results from using the Noromaid template. |
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SillyTavern config files: [Context](https://files.catbox.moe/ifmhai.json), [Instruct](https://files.catbox.moe/ttw1l9.json). |
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Additionally, here is my highly recommended [Text Completion preset](https://huggingface.co/SanjiWatsuki/Loyal-Macaroni-Maid-7B/blob/main/Characters/MinP.json). You can tweak this by adjusting temperature up or dropping min p to boost creativity or raise min p to increase stability. You shouldn't need to touch anything else! |
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