Yubo Gao
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126
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NLP×1
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2026
Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs
The paper introduces Hierarchical Adaptive Budgeter (HAB), a framework that improves LLM reasoning efficiency by adaptively allocating computational resources to match the intrinsic complexity of both problems and individual reasoning steps.
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Papers
cs.CLRecentMay 31, 2026
Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs
Yubo Gao, Haotian Wu, Hong Chen, Junquan Huang +7 more
The paper introduces Hierarchical Adaptive Budgeter (HAB), a framework that improves LLM reasoning efficiency by adaptively allocating computational resources to match the intrinsic complexity of both…
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