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NeurIPS 2026New Jersey Institute of TechnoloNational University of SingaporeWake ForestCiscoThe Chinese University of Hong KProbing & representation analysis

Rep2Text: Decoding Full Text from a Single LLM Token Representation

Rep2Text recovers roughly half of tokens from single LLM representations via adapter-based decoding, showing sequence-length bottlenecks preserve semantics but reduce token recovery.

Haiyan Zhao, Zirui He, Yiming Tang, Fan Yang and 3 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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lenient 4/5
medium 3/10
strict 2/5
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NeurIPS 2026DukeDepartment of Computer Science, City University of Hong KongCarnegie MellonDuke University, DukeEfficient inference & serving

LowRankArena: A Standardized Evaluation Platform for SVD-Based LLM Compression

LowRankArena standardizes SVD-based LLM compression evaluation and reveals that method rankings and speedups depend heavily on backbone and workload under aligned protocols.

Zishan Shao, Lixun Zhang, Kangning Cui, Wenhao Wu and 9 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 1 on Hugging Face

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5