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MOOSE-Star presents a 7B model fine-tuned from DeepSeek-R1-Distill-Qwen-7B for scientific hypothesis discovery, along with a dataset of 108K NCBI papers. The model achieves state-of-the-art inspiration retrieval accuracy, outperforming larger models like GPT-5.4 and Gemini-3 Pro.