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Code Generation and Functional Correctness on HumanEval

206.79Output ThroughputOur approach
202.1308203.3404204.55205.7596Mar 5, 2026

Evaluation results

MethodLinks
Our approachVocabulary size=13264, Hardware=Single A100-80G GPU, Target Model=Llama-3.1-8B-Instruct, Inference Engine=SGLang, Framework=SpecForge2026.03206.792.2
128k-vocabVocabulary size=128k, Hardware=Single A100-80G GPU, Target Model=Llama-3.1-8B-Instruct, Inference Engine=SGLang, Framework=SpecForge2026.03202.31—