arcee-ai/LLama-405B-Logits

---
language:
- "en" # ISO 639-1 code for English
pretty_name: "Llama-405B-Logits Dataset"
tags:
- distillation
- machine-learning
- language-model
license: "apache-2.0" # Valid license identifier
task_categories:
- text-generation
- text2text-generation
---

# Llama-405B-Logits Dataset

The **Llama-405B-Logits Dataset** is a curated subset of logits extracted from the Llama-405B model, created to distill high-performance language models such as Arcee AI's **SuperNova** using [DistillKit](https://github.com/arcee-ai/Distillkit). This dataset was also instrumental in the training of the groundbreaking **INTELLECT-1** model, demonstrating the effectiveness of leveraging distilled knowledge for enhancing model performance.

## About the Dataset

This dataset contains a carefully selected subset of Llama-405B logits, optimized for efficient use in distillation pipelines. It is specifically designed for:

- **Model Distillation**: Enabling smaller models to learn from the behavior of larger models, improving performance while maintaining efficiency.
- **Instruction-Tuning Applications**: Supporting the fine-tuning of models for instruction-following tasks.

## Applications

1. **SuperNova Models**: The dataset was pivotal in training Arcee AI's SuperNova series, helping achieve state-of-the-art results in alignment and general-purpose capabilities.
2. **INTELLECT-1**: Utilized during the decentralized training process to enhance the model's instruction-following capabilities.

## Tools and Usage

The dataset is fully compatible with [DistillKit](https://github.com/arcee-ai/Distillkit), Arcee AI's proprietary framework for efficient distillation. DistillKit simplifies the distillation process by providing streamlined tools for managing datasets, extracting logits, and optimizing model training.

## Future Updates

Arcee AI is undergoing rapid development for upcoming releases. The **DistillKit** repository will soon be updated with proper training scripts and additional resources to make it easier to work with the Llama-405B-Logits Dataset and other distillation workflows.

Stay tuned for updates, and follow the progress on [DistillKit's GitHub](https://github.com/arcee-ai/Distillkit).

## Open-Source Contribution

The **Llama-405B-Logits Dataset** is released under the Apache-2.0 license, in the spirit of open collaboration and transparency. We invite researchers and developers to explore its potential for advancing model performance and efficiency.