Magicoder-S-DS-6.7B: benchmark results

ise-uiuc's Magicoder-S-DS 6.7B, fine-tuned from DeepSeek-Coder 6.7B on OSS-Instruct and Evol-Instruct coding datasets generated with GPT-3.5-turbo. Provider: UIUC. Released 2023-12-03. Access: Open.

Aggregate Rating 1391 ± 24, rank #1232 of 1640 rated models, from 29 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
EvoEval Subtle67Pass@1 (%)90
EvoEval Difficult40Pass@1 (%)88
EvoEval54.48Pass@1 (%)86
EvalPlus (HumanEval+ & MBPP+)70.2Pass@1 avg (%)81
EvoEval Tool Use61Pass@1 (%)81
EvoEval Verbose69.51Pass@1 (%)80
InfiBench51.46Score (%)80
EvoEval Combine21Pass@1 (%)79
McEval48.6AVG (%)76.2
CodeEditorBench Plus - Code Debug (Three-shot)26.2pass@1 (%, greedy decoding, three-shot, CodeEditorBench_Plus72.2
CodeEditorBench Plus - Code Requirement Switch (Three-shot)19.2pass@1 (%, greedy decoding, three-shot, CodeEditorBench_Plus72.2
CodeEditorBench Plus - Code Requirement Switch (Zero-shot)13pass@1 (%, greedy decoding, zero-shot, CodeEditorBench_Plus)72.2

Interactive version: theaggregate.ai/model?slug=magicoder-s-ds-6-7b · How It Works · Data refreshed daily, snapshot 2026-11-07.