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Question Answering on MMLU (Machine Learning subset, test split)

88.4AccuracyTEXTGRAD
52.530461.842771.15580.4673Jun 11, 2024Oct 13, 2024Feb 14, 2025Jun 19, 2025Oct 21, 2025Feb 22, 2026Jun 27, 2026

Evaluation results

MethodLinks
TEXTGRADMode=Zero-shot, Model=gpt-4o2024.0688.4
CoTMode=Zero-shot, Model=gpt-4o2024.0685.7
LLM-based QA agent with external memoryModel Backend=GPT 5.4 Mini, Access Type=Closed-source2026.0685.16
LLM-based QA agent with external memoryModel Backend=GPT-4o Mini, Access Type=Closed-source2026.0670.31
LLM-based QA agent with external memoryModel Backend=Gemma2-9B, Access Type=Open-source2026.0656.25
LLM-based QA agent with external memoryModel Backend=Phi3-14B, Access Type=Open-source2026.0653.91