Model Overview Card for Claude 3.5 Sonnet 20241022

Basic Information

• Model Name: Claude 3.5 Sonnet 20241022
• Developer/Creator: Anthropic
• Release Date: October 22, 2024
• Version: 3.5
• Model Type: Text

Description

Overview:

Claude 3.5 Sonnet is an advanced AI model designed for real-world software engineering tasks, featuring enhanced reasoning capabilities and state-of-the-art coding skills. It allows for sophisticated interaction with computer environments, making it suitable for a wide range of applications.

Key Features:

• Enhanced reasoning and problem-solving capabilities.
• State-of-the-art coding and software development support.
• Ability to interact with computer interfaces, including desktop environments.
• Large context window of 200K tokens for extensive input handling.
• Low hallucination rates for reliable outputs.

Intended Use:

Claude 3.5 Sonnet is designed for diverse applications such as code generation, advanced chatbots, knowledge Q&A, visual data extraction, and robotic process automation.

Language Support:

The model supports multiple languages, enhancing its usability across different regions and demographics.

Technical Details

Architecture:

Claude 3.5 Sonnet is built on a transformer architecture, optimized for natural language processing tasks.

Training Data:

The model was trained on a diverse dataset comprising various domains to ensure robustness and minimize bias. The exact sources and size of the training data are proprietary but are designed to cover a wide range of topics.

• Data Source and Size: Extensive datasets from books, websites, and other text sources.
• Knowledge Cutoff: The knowledge cutoff for Claude 3.5 Sonnet is April 2024.
• Diversity and Bias: The training data has been curated to include a variety of perspectives to reduce biases and improve overall performance.

Performance Metrics

Claude 3.5 Sonnet has demonstrated state-of-the-art performance across various coding, reasoning, and visual tasks. Key performance metrics include:

• OSWorld Benchmark Success Rate: Achieves an average success rate of 14.9% on tasks using screenshot inputs, improving to 22% with increased interaction steps.
• SWE-bench Verified Performance: Achieves a pass@1 performance of 49% in real-world software engineering tasks.
• TAU-bench Performance: Solves 69.2% of retail customer service cases and 46% of airline cases.

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Usage

Code Samples:

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Ethical Guidelines

The development of Claude 3.5 Sonnet adheres to strict ethical considerations, ensuring that the model operates safely and responsibly. This includes:

• Minimizing risks associated with computer use through careful design.
• Implementing safeguards against misuse or unintended consequences.

Licensing

License Type: Claude 3.5 Sonnet is available under commercial licenses through the Anthropic API and other platforms.