ZeroEval Leaderboard

What is ZeroEval Leaderboard ?

ZeroEval Leaderboard is a data visualization tool designed to help users evaluate and compare AI models using ZeroEval. It provides a user-friendly interface to embed and utilize ZeroEval for various evaluation tasks, making it easier to assess model performance and identify areas for improvement. By leveraging ZeroEval, this leaderboard enables seamless integration and visualization of evaluation metrics, fostering data-driven decision-making.

Features

• Zero-Sigy Evaluation Support: Directly integrates with ZeroEval for robust model evaluation.
• Real-Time Metrics: Displays key performance metrics such as accuracy, F1 score, and inference speed.
• Interactive Dashboards: Provides intuitive visualizations to compare models side-by-side.
• Model Comparison: Allows users to benchmark multiple models on the same dataset.
• Threshold Tuning: Enables dynamic adjustment of classification thresholds for optimal performance.
• Multi-Task Support: Supports evaluation across multiple tasks or datasets simultaneously.

How to use ZeroEval Leaderboard ?

1. Embed the Leaderboard: Integrate ZeroEval Leaderboard into your existing workflow or application.
2. Configure Evaluation Settings: Set up your evaluation parameters, including metrics and datasets.
3. Select Models for Comparison: Choose the AI models you want to evaluate and compare.
4. Run Evaluation: Execute the evaluation process using ZeroEval.
5. Analyze Results: Review the visualized metrics and insights to determine the best-performing model.
6. Refine and Iterate: Adjust model parameters or thresholds based on results and re-evaluate.

Frequently Asked Questions

1. How do I install ZeroEval Leaderboard?
ZeroEval Leaderboard is typically embedded within your application or workflow. Installation steps may vary depending on your environment. Refer to the official documentation for specific instructions.

2. Can I evaluate multiple models at once?
Yes, ZeroEval Leaderboard supports the evaluation of multiple models simultaneously. This feature allows for direct comparison and benchmarking across different models.

3. What metrics does ZeroEval Leaderboard support?
ZeroEval Leaderboard supports a variety of metrics, including accuracy, precision, recall, F1 score, and inference speed. The specific metrics available may depend on your dataset and task configuration.