8K
0.000136
Embedding

Text-embedding-3-large

Text-embedding-3-large API provides top-tier text embeddings with customizable dimensions, delivering exceptional accuracy for complex applications.
Try it now

AI Playground

Test all API models in the sandbox environment before you integrate. We provide more than 200 models to integrate into your app.
AI Playground image
Ai models list in playground
Testimonials

Our Clients' Voices

Text-embedding-3-largeTechflow Logo - Techflow X Webflow Template

Text-embedding-3-large

High-performance embedding model with flexible dimensions and superior accuracy.

Model Overview Card: text-embedding-3-large

Basic Information

  • Model Name: text-embedding-3-large
  • Developer/Creator: OpenAI
  • Release Date: January 25th, 2024
  • Version: text-embedding-3-large
  • Model Type: Text Embedding

Description

  • Overview:text-embedding-3-large is a next-generation embedding model that offers superior performance and flexibility. It converts text into high-dimensional numerical representations that are highly effective for various machine learning tasks.
  • Key Features:
    • Top Performance: The highest performing embedding model with significant improvements over predecessors.
    • Flexible Embedding Size: Supports dimensions from 256 up to 3072, allowing for trade-offs between performance and resource usage.
    • Native Support for Shortening Embeddings: Developers can shorten embeddings without significant loss in conceptual representation.
  • Intended Use:
    • High-Performance Search: Optimal for applications requiring precise and fast search results.
    • Advanced Clustering: Suitable for sophisticated data analysis and clustering tasks.
    • Enhanced Recommendations: Provides accurate recommendations by understanding text similarities.
    • Robust Anomaly Detection: Efficiently identifies outliers in large datasets.
    • Detailed Diversity Measurement: Analyzes the diversity of large text corpora.
    • Accurate Classification: Highly effective in classifying complex text data.
  • Language Support:Offers improved support for multiple languages, making it suitable for global applications.

Technical Details

  • Architecture:Advanced transformer-based architecture designed for high-dimensional embeddings and superior performance.
  • Training Data:Trained on an extensive and diverse dataset to capture a wide array of linguistic nuances.
  • Data Source and Size:Includes billions of text entries, ensuring a comprehensive understanding of language.
  • Diversity and Bias:Ensures high diversity in training data to mitigate biases and enhance reliability.

Performance Metrics

  • Comparison to Other Models:
    • MIRACL Score: Increased from 31.4% (ada-002) to 54.9%.
    • MTEB Score: Improved from 61.0% (ada-002) to 64.6%.
  • Accuracy:Delivers top-tier accuracy across multiple benchmarks.
  • Speed:Optimized for faster processing times despite larger dimensionality.
  • Robustness:Maintains high performance across a variety of input types and contexts.
Try it now
MODELS

200+ AI Models

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.

The Best Growth Choice
for Enterprise

Get API Key