OpenCompassTranslation site

In today’s rapidly evolving AI landscape, evaluating large models has become a focal point for researchers and developers. OpenCompass, launched by Shanghai Artificial Intelligence Laboratory, serves as an open-source large model evaluation system, offering a one-stop assessment service for AI practitioners.

Website Introduction

OpenCompass aims to provide comprehensive evaluation services for large language models and multimodal models, supporting various models and datasets to help users deeply understand the capabilities and limitations of models.

Key Features

• Supports the evaluation of over 70 open-source models and API models, including LLaMA, ChatGLM, GPT-4, etc.
• Covers five major capability dimensions: knowledge, language, understanding, reasoning, and exams, integrating over 70 evaluation datasets and providing over 400,000 evaluation questions.
• Offers distributed evaluation solutions, supporting parallel distribution of computing tasks on local machines or clusters to accelerate evaluation.
• Supports diverse evaluation methods such as zero-shot, few-shot, and chain-of-thought evaluations, combined with standard or conversational prompt templates to stimulate model performance.
• Allows users to add new datasets, customize task segmentation strategies, or integrate new cluster management systems, providing flexible scalability.

Related Projects

OpenCompass collaborates closely with open-source communities like HuggingFace, supporting the evaluation of open-source large models hosted on HuggingFace, providing direct convenience for academic research.

Advantages

The open-source transparency and comprehensive evaluation dimensions of OpenCompass make it a valuable tool for AI researchers and developers. Its distributed efficient evaluation and diverse evaluation methods significantly enhance evaluation efficiency and accuracy.

Pricing

As an open-source platform, OpenCompass is freely available to the technical community, allowing users to utilize its evaluation services without charge.

Summary

Shanghai Artificial Intelligence Laboratory launched OpenCompass in 2023, dedicated to providing comprehensive and efficient large model evaluation services. Through these innovative features, users can gain deep insights into model performance, aiding AI research and development.