LiveCodeBench

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LiveCodeBench is a repository for evaluating large language models for code. It provides a platform for benchmarking the coding capabilities of LLMs, aiding in AI model research and development.

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At a glance

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Free tier

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API

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Skill level

Technical

About

What is LiveCodeBench?

LiveCodeBench serves as a comprehensive repository designed for the holistic and contamination-free evaluation of large language models (LLMs) specifically in the domain of code. It offers a dedicated platform for benchmarking the coding capabilities of various LLMs, ensuring rigorous and unbiased assessment. The tool continuously gathers new programming problems from contests over time, keeping its evaluation dataset fresh and relevant. This resource is particularly valuable for researchers and developers involved in the advancement and refinement of AI models, providing critical insights into their performance.

Best used for

Benchmarking and evaluating the coding capabilities of large language models in a contamination-free environment.

Common actions

Evaluate LLMs

Benchmark code models

Research AI

Improve LLM performance

Assess coding capabilities

workflowslow-code/no-codeopen-sourcedeepfakeface swappingautomated workflow"AI Agents"collaborationgithub copilot

Capabilities

Key features

LLM code evaluation
Contamination-free benchmarking
Continuous problem collection
Aids AI research

Target Audience

AI ResearchersLLM DevelopersMachine Learning EngineersData Scientists

Integrations

Not yet documented

Pricing & Plans

unknown

Free

FAQs

How does LiveCodeBench ensure contamination-free benchmarking for LLMs?

LiveCodeBench actively collects new programming problems from contests over time, ensuring that the evaluation datasets are fresh and unlikely to have been seen by LLMs during their training, thus preventing data contamination.

Is LiveCodeBench suitable for evaluating proprietary or custom LLMs?

Yes, LiveCodeBench is designed to provide a platform for rigorous and unbiased assessment of various LLMs, including custom or proprietary models, by offering a standardized and continuously updated set of coding problems.

What kind of programming problems are included in LiveCodeBench's dataset?

The platform continuously gathers new programming problems from competitive programming contests. This ensures a diverse and challenging set of problems that reflect real-world coding scenarios and algorithmic complexity.

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