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  ## Evaluation
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- Seed-Coder-8B-Instruct demonstrates strong performance across a variety of coding benchmarks, showing:
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- - Competitive or superior results compared to similarly sized open-source code models.
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- - Robustness across different programming languages and domains.
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- - Ability to understand, reason, and repair complex code snippets.
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  | Model | HumanEval | MBPP | MHPP | BigCodeBench (Full) | BigCodeBench (Hard) | LiveCodeBench (2410 – 2502) |
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  |:-----------------------------:|:---------:|:----:|:----:|:-------------------:|:-------------------:|:-------------------------:|
 
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  ## Evaluation
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+ Seed-Coder-8B-Instruct has been evaluated on a wide range of coding tasks, including code generation, code reasoning, code editing, and software engineering, achieving state-of-the-art performance among ~8B open-source models.
 
 
 
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  | Model | HumanEval | MBPP | MHPP | BigCodeBench (Full) | BigCodeBench (Hard) | LiveCodeBench (2410 – 2502) |
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  |:-----------------------------:|:---------:|:----:|:----:|:-------------------:|:-------------------:|:-------------------------:|