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Hunan University
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UltraIR outperforms traditional machine-learning approaches in IR spectroscopy, achieving high accuracy with minimal labeled data across diverse chemical analysis tasks.
Tool architecture can enhance coding agent performance, with structured interfaces yielding up to 4.7 times more consistency and 41.6% fewer steps in task execution.