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Salesforce CodeGen

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6.92 Fair

PolyCoder

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6.57 Fair

GraphCodeBERT

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8.21 Great

CodeBERT

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8.08 Great

Qwen3-Coder

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9.24 Excellent

DeepSeek-Coder-V2

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8.88 Great

Meta MusicGen

Generator

8.51 Great

Phind-CodeLlama

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8.31 Great

Llama 3 (Meta)

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8.29 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

Yi-Coder

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7.92 Good

SQLCoder

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7.73 Good

OpenCoder

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7.63 Good

Codestral Mamba

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7.28 Good

Replit Code v1-3B

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7.03 Good

Magic

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6.74 Fair

Mellum

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6.72 Fair

CodeShell

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6.38 Fair

Claude Code

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9.52 Brilliant

llama.cpp

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9.00 Excellent

OpenAI Codex

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8.88 Great

Augment Code

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8.74 Great