Unverified50% confidenceFactExact time
Experiments show that on hard instances, compared with the original g-Forcing, EL-F significantly reduces the duration of long-term suboptimal allocation.
1
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50%
Confidence
Long-term
Relevance
10/14/2026
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Related Claims
VerifiedSmaller models often show exponential rather than linear degradation in performance on long reasoning chain tasks.69% similarUnverifiedOrdinary gradient descent is equivalent to solving the gradient flow ODE using the explicit Euler method, and the Euler method is extremely inefficient when facing stiff equations, requiring very small step sizes to maintain stability.68% similarUnverifiedThe pseudo-regret of g-Forcing satisfies R(T)=O(g(T)) and R(T)/g(T) converges almost surely to the sum of the suboptimality gaps of all suboptimal arms, but this is an asymptotic statement and does not answer the expected performance and extreme risk under finite T.65% similarUnverifiedIn the control experiment, making the target an explicit action reduced the need for abductive reasoning and likewise brought the solve rate back to the level of the ordinary test set.65% similar
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