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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Chu Xin

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Preprint Aug 2026

SMART: MLLM-guided Temporal Alignment for Unifying Sign Language Recognition and Spotting

This work proposes SMART, an MLLM-guided temporal alignment framework for joint sign recognition and spotting that incorporates CSFormer, a CSLR-guided spotting module that injects recognition-derived gloss evidence into a boundary-aware spotting network.

Eunjee Choi, J. Sung, Seongwhan Cho et al. · 0 citations
#small language model Preprint Aug 2026

SMART: MLLM-guided Temporal Alignment for Unifying Sign Language Recognition and Spotting

This work proposes SMART, an MLLM-guided temporal alignment framework for joint sign recognition and spotting that incorporates CSFormer, a CSLR-guided spotting module that injects recognition-derived gloss evidence into a boundary-aware spotting network.

Eunjee Choi, J. Sung, Seongwhan Cho et al. · 0 citations

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