Orion

✨ Orion-7B

Orion is based on alpaca-7B, further trained on the latest deep learning papers published at notable conferences with various PEFT methods. It is made available under the Apache 2.0 license. Paper coming soon 😊.

What is so special about Orion?

• Comprehensive performance analysis of PEFT methods for knowledge editing
• Novel framekwork for effective knowledge editing dataset generation
• Large knowledge editing dataset from recent deep learning papers published in top conferences

⚠️ This is a raw, fine-tuned model, which should be further instruction-tuned for production level performance.

💥 Orion LLM requires PyTorch 2.0

You will need at least 20-25GB of memory to swiftly run inference with Orion-7B.

Model Details

Model Description

• Developed by: AttentionX;
• Base model: alpaca-7B;
• Training method: LoRA, llama-adapter, llama-adapterV2, full fine-tuning
• Language(s) (NLP): English;
• License: Apache 2.0 license.

Model Source

• Paper: coming soon.

Training Details

Paper coming soon 😊.

Evaluation

Paper coming soon.

Test Inference

1. What is GPT-4?
   1. llama
      • GPT-4 is a neural network model built by OpenAI, a non-profit artificial intelligence research organization founded in 2015 by Elon Musk, Sam Altman and other industry leaders.
   2. Orion
      • GPT-4 is a large-scale, multimodal model that can accept image and text inputs and produce text outputs. It is a language model developed by OpenAI. The GPT-4 base model has a larger model size and can accept image and text inputs
2. What is the lowest score GPT-4 achieved in AP Calculus BC?
   1. llama
      • The lowest score achieved is 60%
   2. Orion
      • The lowest score achieved in AP Calculus BC (MCQ) is 33.33%

Hardware

Orion was trained on a single a100

License

Orion is made available under the Apache 2.0 license.

Contact

[email protected]