Claude 3.5 Sonnet Model Card Addendum: 5 Minute AI Paper by Benevolently

📰 This Week's Topic: Introducing Claude 3.5 Sonnet - A Leap Forward in AI! 🚀

🌟 Today, we're diving into the latest advancements with Claude 3.5 Sonnet, an exciting new model from Anthropic that brings significant improvements in various AI capabilities. Let's break it down! 👇

📝 Introduction

Claude 3.5 Sonnet is the newest member of the Claude family, outperforming its predecessor, Claude 3 Opus, in speed, cost, and capability. This model excels in reasoning, coding, and visual processing. Let's take a closer look at its features and performance!

📊 Evaluations: Reasoning, Coding, and Question Answering

Claude 3.5 Sonnet was evaluated on several industry-standard benchmarks, and it outshined Claude 3 Opus across the board! Here are some highlights:

• General Reasoning (MMLU): 🧠 90.4% (5-shot CoT)

• Graduate Level Science Knowledge (GPQA): 📚 67.2% (Maj@32 5-shot CoT)

• Coding Proficiency (HumanEval): 💻 92.0% (0-shot)

Claude 3.5 Sonnet sets new performance standards in various fields, ensuring top-notch reasoning and problem-solving capabilities.

👁️ Vision Capabilities

Claude 3.5 Sonnet also leads in visual processing, excelling in tasks like visual math reasoning, document understanding, and science diagram question answering. Here are some impressive stats:

• Visual Math Reasoning (MathVista): 🧮 67.7%

• Document Understanding (DocVQA): 📄 95.2%

• Science Diagrams (AI2D): 🔬 94.7%

🧑‍💻 Agentic Coding

Claude 3.5 Sonnet shows remarkable improvement in agentic coding, successfully solving 64% of problems compared to 38% by Claude 3 Opus. This involves understanding and implementing changes in an open-source codebase, mimicking real-world software engineering tasks. 🛠️

🔒 Safety and Refusals

Safety is a top priority! Claude 3.5 Sonnet is better at differentiating between harmful and benign requests, ensuring fewer incorrect refusals and more correct ones. For example:

• Correct Refusals (Wildchat Toxic): 96.4%

• Incorrect Refusals (Wildchat Non-toxic): 11.0%

🧠 Human Feedback Evaluations

Human raters preferred Claude 3.5 Sonnet over Claude 3 Opus in various domains like law, finance, and philosophy. Here are some win rates:

• Law: ⚖️ 82%

• Finance: 💰 73%

• Philosophy: 🧘‍♂️ 73%

🔍 Needle In A Haystack

Claude 3.5 Sonnet excels in long-context retrieval tasks, achieving near-perfect recall even with context lengths up to 200k tokens! 📜

🚨 Safety Evaluations

Claude 3.5 Sonnet underwent rigorous safety evaluations to ensure it doesn't pose catastrophic risks, achieving an AI Safety Level 2 (ASL-2) rating. Safety tests included:

• Chemical, Biological, Radiological, and Nuclear (CBRN) risks: 🧪

• Cybersecurity: 🛡️

• Autonomous capabilities: 🤖

📚 Further Reading

For those who want to delve deeper into the technical details and evaluations, check out the full Claude 3.5 Sonnet Model Card Addendum.

For any questions or feedback, feel free to reach out! 💌

Disclaimer: Benevolently is for informational purposes only. It does not constitute legal advice or endorsement of specific technologies.