YES” (Deep Think Mode required)If the question meets at least 2 criteria, return “YES

Systematic reasoning & hypothesis-based deduction • The question requires establishing hypotheses, systematically deriving conclusions

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.CL · 2025-05-23 · conditional · novelty 5.0

An entropy-based early stopping rule cuts token usage by roughly 50 percent on reasoning benchmarks without sacrificing accuracy.

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Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens cs.CL · 2025-05-23 · conditional · none · ref 5
An entropy-based early stopping rule cuts token usage by roughly 50 percent on reasoning benchmarks without sacrificing accuracy.