ResearchBenchmarksCode Generation on HumanEval (∆HumanEval (pp))Code Generation on HumanEval (∆HumanEval (pp))Follow1.63Delta HumanEval (pp)Aletheia-0.6996-0.09480.511.1148Apr 4, 2026Evaluation resultsMethodMethodLinksDelta HumanEval (pp)AletheiaModel=Qwen2.5-3BModel=Qwen2.5-3B2026.041.63AletheiaModel=Llama-3.1-8BModel=Llama-3.1-8B2026.041.53AletheiaModel=StableLM-2-1.6BModel=StableLM-2-1.6B2026.041.42AletheiaModel=GPT-J-6BModel=GPT-J-6B2026.040AletheiaModel=Mixtral-8×7BModel=Mixtral-8×7B2026.040AletheiaModel=Qwen2.5-7BModel=Qwen2.5-7B2026.04-0.61