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Showing papers from University of Derby Show all papers

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ReSCUE: Re-translation with Sentence Commitment for Unsegmented Long-Form Simultaneous Sign Language Translation

ReSCUE enables simultaneous sign language translation on continuous unsegmented video via inference-aware training, stabilized re-translation, and online sentence commitment, achieving low-latency quality near offline oracles.

Sihan Ren, Gaozheng Li, Yuanshang Quan, Yiming Qin and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
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EchoPrune: Interpreting Redundancy as Temporal Echoes for Efficient VideoLLMs

EchoPrune treats redundant video tokens as temporal echoes and prunes them via query relevance and reconstruction error, letting VideoLLMs process up to 20x more frames for +8.6% accuracy and 5.6x faster prefilling.

Jiameng Li, Minye Wu, Jiezhang Cao, Aleksei Tiulpin and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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16/20 AI panelreviewers recommend it

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AI panel: 16 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 2/5