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Code Synthesis on HumanEval

81.7pass@1GTPO
11.063229.401647.7466.0784Apr 5, 2022Dec 9, 2022Aug 15, 2023Apr 19, 2024Dec 24, 2024Aug 29, 2025May 5, 2026

Evaluation results

MethodLinks
GTPOBase Model=Qwen2.5-7B2025.1181.7—
GRPOBase Model=Qwen2.5-7B2025.1177.4—
Davinci CodexTraining stage=Code Finetuning, Shots=0-shot, Note=Calculation via OpenAI Codex API2022.043681.7
PaLM-CoderTraining stage=Code Finetuning, Model scale=540B, Shots=0-shot2022.043688.4
CodexTraining stage=Code Finetuning, Model scale=12B, Shots=0-shot2022.0428.872.3
PaLMTraining stage=Pretraining only, Model scale=540B, Shots=0-shot2022.0426.276.2
Echo-LoRAModel=LLaMA2-7B2026.0525.78—
Flat-LoRAModel=LLaMA2-7B2026.0524.56—
Echo-LoRAModel=LLaMA2-13B2026.0515.85—
LaMDATraining stage=Pretraining only, Model scale=137B, Shots=0-shot2022.041447.3
Flat-LoRAModel=LLaMA2-13B2026.0513.78—