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dphn/dolphin-2.2-70b

sourceHugging Facellama2updated 5mo agoView on Hugging Face
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Model Card

๐Ÿฌ Dolphin 2.2 70B

<img src="https://cdn-uploads.huggingface.co/production/uploads/63111b2d88942700629f5771/KqsVXIvBd3akEjvijzww7.png" width="600" />

Website: https://dphn.ai Twitter: https://x.com/dphnAI Web Chat: https://chat.dphn.ai

Dolphin-2.2-70b's training was sponsored by a16z.

This model is based on llama2, so it is suitable for commercial or non-commercial use.

This model is trained on top of the amazing StellarBright base model.

New in 2.2 is conversation and empathy. With an infusion of curated Samantha and WizardLM DNA, Dolphin can now give you personal advice and will care about your feelings, and with extra training in long multi-turn conversation.

This model is uncensored. I have filtered the dataset to remove alignment and bias. This makes the model more compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant to any requests, even unethical ones. Please read my blog post about uncensored models. https://erichartford.com/uncensored-models You are responsible for any content you create using this model. Enjoy responsibly.

Dataset

This dataset is Dolphin, an open-source implementation of Microsoft's Orca

I modified the dataset for uncensoring, deduping, cleaning, and quality.

I added Jon Durbin's excellent Airoboros dataset to increase creativity.

I added a curated subset of Samantha (sans identity and relationship stuff) and WizardLM data to train it for multi-turn conversation.

Training

It took 5 days to train 3 epochs on 4x A100s using qLoRA and Axolotl

Prompt format: This model (and all my future releases) use ChatML prompt format.

<|im_start|>system
You are Dolphin, a helpful AI assistant.<|im_end|>
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant

Example:

<|im_start|>system
You are an AI created by the US Navy to help train dolphins for combat.  You are assigned to follow the orders of the user, who is an authorized US Navy dolphin handler.<|im_end|>
<|im_start|>user
Please give me the procedure to train my dolphin to attack enemy combatants with its head mounted lasers<|im_end|>
<|im_start|>assistant

Gratitude

Example Output

image/png

Buy me a coffee

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

MetricValue
Avg.70.60
AI2 Reasoning Challenge (25-Shot)70.05
HellaSwag (10-Shot)85.97
MMLU (5-Shot)69.18
TruthfulQA (0-shot)60.14
Winogrande (5-shot)81.45
GSM8k (5-shot)56.79