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Langlin Huang | 黄浪林
I am a second-year PhD student at Washington University in St. Louis (WUSTL), luckily advised by Prof. Jiaxin Huang.
Before that, I received my Master degree at Institute of Computing Technology, Chinese Academy of Sciences (ICT/CAS) in Jul. 2024, where I studied at ICT Natural Language Processing (ICTNLP) group. I received my B.E. degree in Data Science and Big Data Technology from University of International Business and Economics (UIBE) in Jun. 2021.
Email: h.langlin [at] wustl.edu
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Research
My research interests mainly lie in Natural Language Processing and Large Language Models. Particularly, I am interested in:
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Large Language Model Reasoning.
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Efficient language model generation, Speculative Decoding, Efficient in-context learning.
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Multilingual large language model, Machine Translation.
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Publications
LLM Reasoning
POSS: Position Specialist Generates Better Draft for Speculative Decoding
Langlin Huang, Chengsong Huang, Jixuan Leng, Di Huang, Jiaxin Huang
Paper / Code
CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation
Jixuan Leng, Chengsong Huang, Langlin Huang, Bill Yuchen Lin, William W. Cohen, Haohan Wang, Jiaxin Huang
COLM 2025
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CaTS: Calibrated Test-Time Scaling for Efficient LLM Reasoning
Chengsong Huang, Langlin Huang, Jixuan Leng, Jiacheng Liu, Jiaxin Huang
Paper / Code
RelayLLM: Efficient Reasoning via Collaborative Decoding
Chengsong Huang, Tong Zheng, Langlin Huang, Jinyuan Li, Haolin Liu, Jiaxin Huang
Paper
Training Data Efficiency in Multimodal Process Reward Models
Jinyuan Li, Chengsong Huang, Langlin Huang, Shaoyang Xu, Haolin Liu, Wenxuan Zhang, Jiaxin Huang
ICML 2026
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Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration
Langlin Huang, Chengsong Huang, Jinyuan Li, Donghong Cai, Yuyi Yang, Jiaxin Huang
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G-Zero: Self-Play for Open-Ended Generation from Zero Data
Chengsong Huang, Haolin Liu, Tong Zheng, Runpeng Dai, Langlin Huang, Jinyuan Li, Zongxia Li, Zhepei Wei, Yu Meng, Jiaxin Huang
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Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning
Chengsong Huang, Langlin Huang, Jiaxin Huang
EACL 2026
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Multilingual
MoCE: Adaptive Mixture of Contextualization Experts for Byte-based Neural Machine Translation
Langlin Huang, Mengyu Bu, Yang Feng
NAACL 2025 (oral)
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Integrating Multi-scale Contextualized Information for Byte-based Neural Machine Translation
Langling Huang, Yang Feng
ACL 2024
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Enhancing Neural Machine Translation with Semantic Units
Langling Huang, Shuhao Gu, Zhuocheng Zhang, Yang Feng
EMNLP 2023
Paper / Code
BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language Models
Shaolei Zhang, Qingkai Fang, Zhuocheng Zhang, Zhengrui Ma, Yan Zhou, Langlin Huang, Mengyu Bu, Shangtong Gui, Yunji Chen, Xilin Chen, Yang Feng
Paper / Code / Demo / Project Page
Ohters
Automatic Construction of a Depression-Domain Lexicon Based on Microblogs: Text Mining Study
Genghao Li, Bing Li, Langlin Huang, Sibing Hou
JMIR Medical Informatics
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Awards
Second Academic Scholarship, at UCAS, Sep. 2023
Outstanding Graduates, at UIBE, Jun. 2021
First Academic Scholarship, at UIBE, 2018, 2019, 2020
Merit Student of UIBE, 2018, 2019, 2020
Honorable Mention of Mathematical Contest In Modeling, Apr. 2020
First Prize of Asia and Pacific Mathematical Contest in Modeling, Jan. 2020
First Prize of Chinese Mathematical Contest In Modeling, Beijing Area, Sep. 2018
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Services
Reviewer: NeurIPS 2025, COLM 2025, ICLR 2025, ACL Rolling Review, ACL 2023, TALLIP
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