MTEB Arena

What is MTEB Arena ?

MTEB Arena is a powerful open-source platform designed for benchmarking and evaluating language models. It provides a comprehensive environment to teach, test, and evaluate AI models, enabling users to assess performance across various tasks and datasets. With MTEB Arena, users can easily create custom benchmarking tasks, run evaluations, and compare results.

Features

• Custom Task Creation: Define tailored benchmarking tasks to suit specific requirements.
• Multi-Metric Evaluation: Assess models using a wide range of metrics, such as accuracy, F1 score, ROUGE, and more.
• Zero-Shot and Few-Shot Prompting: Test models in both zero-shot and few-shot learning scenarios.
• Detailed Results Analysis: Generate and visualize detailed reports to understand model performance.
• Extensive Dataset Support: Access and utilize a vast collection of pre-built datasets and tasks.
• Interactive Environment: Run experiments and analyze results in an intuitive web-based interface.

How to use MTEB Arena ?

1. Install MTEB Arena:

   • Clone the repository from GitHub or install via pip.
   • Follow the installation instructions to set up dependencies.

2. Configure Your Task:

   • Define the task you want to benchmark (e.g., summarization, question answering).
   • Select or upload the dataset and choose appropriate metrics.

3. Run the Benchmark:

   • Execute the benchmarking process for the selected models.
   • Monitor the progress and wait for the evaluation to complete.

4. Analyze Results:

   • View detailed results, including metrics, statistics, and visualizations.
   • Compare performance across different models and configurations.

Frequently Asked Questions

What is MTEB Arena used for?
MTEB Arena is used for benchmarking and evaluating language models. It allows users to create custom tasks, run evaluations, and analyze results to compare model performance.

Can I use MTEB Arena with any language model?
Yes, MTEB Arena supports a wide range of language models. It is compatible with models from popular libraries like Hugging Face Transformers and other custom models.

How do I install MTEB Arena?
To install MTEB Arena, clone the repository from GitHub or use pip. Follow the installation instructions in the documentation to set up the platform and its dependencies.