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Domain Reasoning on CSBench Computer Science

50.6AccuracySimple SFT (Open-Data)
33.85638.20342.5546.897Jul 3, 2026

Evaluation results

MethodLinks
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=SFT2026.0750.6
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)2026.0749.5
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=SFT2026.0737.2
Qwen2.5-7B-InstructBackbone=Qwen2.5-7B-Instruct, Fine-tuning Strategy=None, Prompting Strategy=zero-shot chain-of-thought, Training Objective=Pre-trained Instruction Tuned2026.0734.5