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Model Benchmarking
ConvCodeWorld

ConvCodeWorld

Evaluate code generation with diverse feedback types

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What is ConvCodeWorld ?

ConvCodeWorld is a model benchmarking tool designed to evaluate and compare code generation models. It focuses on assessing models through diverse feedback types, making it a comprehensive platform for understanding and improving code generation capabilities.

Features

• Multiple Feedback Types: Supports various feedback mechanisms, including user ratings, pairwise comparisons, and error detection tasks.
• Customizable Benchmarks: Allows users to define custom benchmarks tailored to specific use cases or programming languages.
• Detailed Metrics: Provides in-depth performance metrics, including correctness, efficiency, and user satisfaction scores.
• Model Agnostic: Compatible with a wide range of code generation models, ensuring versatility in evaluation.
• Version Tracking: Enables longitudinal analysis of model improvements over time.
• Collaborative Interface: Offers a shared workspace for teams to review and discuss model performance.

How to use ConvCodeWorld ?

  1. Set Up Your Environment: Install the ConvCodeWorld library and ensure required dependencies are met.
  2. Define Your Benchmark: Choose a predefined benchmark or create a custom one using ConvCodeWorld's configuration tools.
  3. Run the Evaluation: Execute the benchmark script, which will generate code and collect feedback based on your settings.
  4. Analyze Results: Review performance metrics and visualizations provided by ConvCodeWorld.
  5. Optional: Share Insights: Export results for external analysis or collaboration.

Frequently Asked Questions

What makes ConvCodeWorld unique?
ConvCodeWorld stands out due to its diverse feedback mechanisms, which provide a holistic view of model performance beyond traditional metrics.

Which programming languages does ConvCodeWorld support?
ConvCodeWorld supports a wide range of programming languages, including Python, Java, C++, and JavaScript, with more languages being added regularly.

How long does it take to run a benchmark?
The time required to run a benchmark depends on the size of the test set and the complexity of the tasks. Small benchmarks can complete in minutes, while larger ones may take several hours.

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