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Computer Science > Computation and Language

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By yuan zeng, Min Lyu
| arXiv
Speculative decoding alleviates the memory-bandwidth bottleneck in large language model inference, but its acceleration is jointly constrained by drafting overhead, token acceptance, and speculation length. We present a unified efficiency analysis showing that extending the speculation horizon can reduce rather than improve speedup when the marginal acceptance probability falls below the relative drafting cost.
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Formulation development of a biphasic release tablet-in-tablet system containing ketorolac tromethamine

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By Ping Zou, yuan zeng, Xiang-ru Liao
| PLOS ONE
Loading metrics Open Access Peer-reviewed Research Article Citation: Zou P, Zeng Y, Liao X-r, Xie X-y, Li Y-k, Ma Y-h, et al. (2026) Formulation development of a biphasic release tablet-in-tablet system containing ketorolac tromethamine. PLoS One 21(7): e0354689. https://doi.org/10.1371/journal.pone.0354689 Editor: Claudio J. Salomon, National University of Rosario, ARGENTINA Received: April 8, 2026; Accepted: July 12, 2026; Published: July 29, 2026 Copyright: © 2026 Zou et al.
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Elimination of detrimental grain boundary segregation in Garnets

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By Kai Yao, Kwangnam Kim, Dylan Bizhikiins Jennings, Lei Jin, Meng Ma, Xingyu Liu, Qianli Ma, Walter Sebastian Scheld, Christoph Roitzheim, yuan zeng, Timo Danner, Olivier Guillon, Mark Huijben, Liwen F Wan, Arnulf Latz, Brandon Wood, Martin Finsterbusch, Dina Fattakhova-Rohlfing, Jan Dippell, Johan E. ten Elshof
| Nature Verified
Abstract Garnet Li7La3Zr2O12 electrolyte is considered a key enabler of solid-state batteries with Li metal electrodes, but the grain boundaries impair its performance. To date, the understanding of grain boundary structures and its impact on performance remains elusive. Here, we show that element segregation at Li7La3Zr2O12 grain boundaries critically governs Li transport and nucleation.
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