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University of Electronic Science and Technology of China (UESTC
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STAIR achieves a remarkable 16.57% improvement in F1 scores by separating semantic interpretation from temporal inference, making temporal reasoning both interpretable and verifiable.
BCSD enables LLM agents to leverage external skills more effectively, achieving superior performance by integrating dual-context evaluations.
