Falcon Instruct (40B)

The Model

Falcon Instruct (40B) emerges as a revolutionary model with 40 billion parameters, meticulously engineered by the Technology Innovation Institute (TII) based on the foundational Falcon-40B architecture. Enhanced with a fine-tuning process on a diverse mix of the Baize dataset, it's presented under the accessible Apache 2.0 license, symbolizing a new era of open-source language modeling.

Why Falcon Instruct (40B) Stands Out

This model is your go-to solution for chat and instruction-based applications, built upon the robust Falcon-40B framework. It distinguishes itself as the leading open-source model, excelling beyond competitors like LLaMA, StableLM, and others, according to the OpenLLM Leaderboard. It boasts an architecture refined for inference, featuring innovations such as FlashAttention and multiquery attention mechanisms, enhancing performance and efficiency.

However, it's noteworthy that while Falcon Instruct (40B) excels as an instruct model, it may not be the optimal choice for further fine-tuning projects. For those interested in custom model development, starting from Falcon-40B is recommended. And for those seeking a more budget-friendly option, Falcon-7B-Instruct serves as an excellent alternative.

Model Highlights

Model Architecture: Falcon Instruct (40B) is predicated on a causal decoder-only framework, primarily focusing on English and French languages, originating from a fine-tuned Falcon-40B model.

Strategic Training: The model has been fine-tuned with a blend of 150 million tokens from the Baize dataset and 5% from RefinedWeb data, employing the Falcon-7B/40B tokenizer for optimal understanding.

Technical Specifications: The model is defined by 60 layers and a d_model of 8192, with an architecture incorporating innovative elements like rotary positional embeddings and parallel attention mechanisms for enhanced performance.

Guidance for Users

Given its advanced capabilities, Falcon Instruct (40B) is primarily recommended for direct chat-based interactions. Users are encouraged to implement safeguard measures and conduct thorough risk assessments for responsible application in production environments. It's also important to acknowledge the model's English-centric training, which may limit its effectiveness in other languages due to inherent biases and stereotypes.

License and Further Reading

Falcon Instruct (40B) is freely available under the Apache 2.0 license, with forthcoming papers and additional resources to deepen your understanding of its development and applications. Whether you're developing sophisticated chatbots or seeking to enhance your application's language processing functions, Falcon Instruct (40B) offers a robust foundation for innovation and excellence in the field of AI language models.

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