mistralai/Mistral-7B-Instruct-v0.2

Warm
Public
7B
FP8
8192
License: apache-2.0
Hugging Face
Overview

Mistral-7B-Instruct-v0.2: An Enhanced Instruction-Following Model

Mistral-7B-Instruct-v0.2 is an instruction-tuned large language model from Mistral AI, building upon the Mistral-7B-v0.2 base model. This version is specifically optimized for following instructions and generating coherent responses based on user prompts.

Key Enhancements and Features

  • Expanded Context Window: A significant upgrade to a 32k token context window, allowing the model to process and generate much longer and more complex sequences compared to the v0.1's 8k context.
  • Rope-theta Adjustment: Incorporates a Rope-theta = 1e6 modification, which can influence the model's ability to handle longer sequences and improve positional encoding.
  • Instruction Fine-tuning: The model is fine-tuned to understand and respond to instructions effectively, making it suitable for a wide range of conversational and task-oriented applications.
  • Instruction Format: Utilizes a specific [INST] and [/INST] token format for prompts to leverage its instruction fine-tuning, ensuring optimal performance.

Use Cases and Considerations

This model is well-suited for applications requiring robust instruction following, such as chatbots, content generation, and interactive AI systems where longer context is beneficial. Developers should note that, as a quick demonstration of fine-tuning capabilities, it currently lacks built-in moderation mechanisms. Community engagement is encouraged to develop guardrails for moderated environments.