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Domain Reasoning on MMLU Biomedical

70.2AccuracyKARMA
36.81645.48354.1562.817Jul 3, 2026

Evaluation results

MethodLinks
KARMABackbone=Qwen2.5-7B-Instruct, Fine-tuning Strategy=LoRA, Prompting Strategy=zero-shot chain-of-thought, Training Data Source=KARMA-Data, Training Objective=Slot-Parallel Alignment (SPA)2026.0770.2
Simple SFT (Open-Data)Backbone=Qwen2.5-7B-Instruct, Fine-tuning Strategy=LoRA, Prompting Strategy=zero-shot chain-of-thought, Training Data Source=Open-Data, Training Objective=SFT2026.0757.1
Qwen2.5-7B-InstructBackbone=Qwen2.5-7B-Instruct, Fine-tuning Strategy=None, Prompting Strategy=zero-shot chain-of-thought, Training Objective=Pre-trained Instruction Tuned2026.0750.5
Simple SFT (KARMA-Data)Backbone=Qwen2.5-7B-Instruct, Fine-tuning Strategy=LoRA, Prompting Strategy=zero-shot chain-of-thought, Training Data Source=KARMA-Data, Training Objective=SFT2026.0738.1