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Zhengyao Gu

dblp:351/4184 · DBLP profile ↗
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3ranked-venue papers
1as first author
3since 2021 · last 2025
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 2 · 1 first-author · 2 since 2021Systems, architecture and hardware · 1 · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
2 papers
Language models and text generation · 72% Trustworthy machine learning · 28%

Topics — the 2 heaviest of 3, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Natural language and speech › Language models and text generation › large language model inference
test-time compute		 0.912025
TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency · ACL (1) 2025
Machine learning › Trustworthy machine learning › uncertainty estimation
selective classification		 0.712023
On the Evaluation of Neural Selective Prediction Methods for Natural Language Processing · ACL (1) 2023

Methods — techniques the papers use, named apart from their topics

test-time scaling · 0.9consistency regularization · 0.9refinement metric · 0.7calibration · 0.7
YearPublicationVenuePosition
2025 TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency
abstract
Henry Peng Zou, Zhengyao Gu, Yue Zhou, Yankai Chen, Weizhi Zhang, Liancheng Fang, Yibo Wang, Yangning Li, Kay Liu, Philip S. Yu. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2025.
Henry Peng Zou, Zhengyao Gu, Yankai Chen 0001, Weizhi Zhang 0001, Liancheng Fang, Yibo Wang 0001, Yangning Li, Kay Liu, Philip S. Yu
 ACL (1)2
2025 Network intrusion detection based on feature fusion of attack dimension
Xiaolong Sun, Zhengyao Gu, Hao Zhang 0078, Jason Gu, Chen Dong 0002, Junwei Ye
 J. Supercomput.2
2023 On the Evaluation of Neural Selective Prediction Methods for Natural Language Processing
abstract
We provide a survey and empirical comparison of the state-of-the-art in neural selective classification for NLP tasks.We also provide a methodological blueprint, including a novel metric called refinement that provides a calibrated evaluation of confidence functions for selective prediction.Finally, we supply documented, open-source code to support the future development of selective prediction techniques.
Zhengyao Gu, Mark Hopkins
 ACL (1)1