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Yi-Fan Gao

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#natural language process... Preprint Sep 2026

Rethinking Token Reweighting for SFT: Suppress, Reverse, and Extrapolate Learned Features

SCALE (Selective Control of Adaptation via Local Entropy), an entropy-guided adaptation-strength-control method that freezes the pretrained model and the SFT delta and learns bounded token- and module-specific gates by minimizing predictive entropy alone is proposed.

Cun-Chun Li, Hao-Nan He, Yi-Fan Gao et al. · 0 citations

MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning

Results indicate that MultivationBench presents a significant challenge: all tested models struggle to maintain consistent motivation reasoning across sequential contexts, revealing a critical disconnect between static recognition capabilities and the dynamic reasoning essential for human-like social understanding.

Ka-po. Chung, Chunkit Chan, Yauwai Yim et al. · 0 citations

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