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Jia-Hao Ying

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#natural language process... Review Oct 2026

Belief-Trajectory Energy: Measuring the Path to a Prediction

Large language models (LLMs) progressively revise their predictions across Transformer layers, yet we typically observe only the final output, discarding the trajectory through which it is formed. We introduce Belief-Trajectory Energy(BTE), a model-grounded measure that characterizes an input through the layerwise pred...

Jia-Hao Ying, Wei Tang, Bo Ai et al. · 0 citations

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