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CodeQwen1.5

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7.84 Good

InCoder

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7.11 Good

PolyCoder

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6.57 Fair

DeepSeek-Coder

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8.46 Great

GraphCodeBERT

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8.21 Great

CodeBERT

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8.08 Great

Replit Code v1-3B

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7.03 Good

Codey

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6.86 Fair

Qwen3-Coder

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9.24 Excellent

DeepSeek-Coder-V2

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8.88 Great

AWS CodeWhisperer

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8.42 Great

Google Colab AI

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8.31 Great

Phind-CodeLlama

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8.31 Great

OctoCoder

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8.18 Great

UniXcoder

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8.17 Great

OpenCodeInterpreter

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8.14 Great

Jupyter AI

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8.12 Great

Yi-Coder

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7.92 Good

SQLCoder

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7.73 Good

CodeT5

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7.71 Good

GPT Engineer

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7.64 Good

OpenCoder

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7.63 Good

IBM watsonx Code Assistant

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7.48 Good

Salesforce Einstein for Developers

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7.36 Good