G

Giga Embeddings Instruct

Developed by ai-sage
Giga Embeddings Instruct is a high-performance embedding model focused on text classification and retrieval tasks, excelling in multiple benchmark tests.
Downloads 11.97k
Release Time : 12/11/2024

Model Overview

This model is primarily used for text embedding and classification tasks, capable of efficiently processing text data such as Amazon product reviews, supporting multiple languages and complex query scenarios.

Model Features

High-accuracy classification
Achieves 94.5% accuracy in Amazon counterfactual classification tasks
Powerful retrieval capability
Performs excellently in ArguAna retrieval tasks, supporting complex query scenarios
Multi-metric optimization
Simultaneously optimizes multiple performance metrics including accuracy, F1 score, and average precision

Model Capabilities

Text classification
Information retrieval
Sentiment analysis
Text embedding

Use Cases

E-commerce
Product review classification
Classify Amazon product reviews as positive or negative
Achieves 94.3% accuracy in Amazon polarity classification tasks
Counterfactual review detection
Identify counterfactual reviews on Amazon platform
Achieves 94.5% accuracy in en-ext configuration
Information retrieval
Argument retrieval
Perform argument relevance retrieval on ArguAna dataset
NDCG@10 reaches 53.23
Featured Recommended AI Models
AIbase
Empowering the Future, Your AI Solution Knowledge Base
© 2025AIbase