Pinzhen Chen

Lecturer In Natural Language Processing

United Kingdom
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Summary

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Pinzhen Chen is a Lecturer in Natural Language Processing with 17 years of software and research experience, currently based in the United Kingdom and holding a PhD from the University of Edinburgh. He blends deep academic expertise with hands-on engineering, contributing performance-focused improvements to well-known open-source projects like KenLM, Moses, and Marian NMT. His work ranges from low-level AVX512 optimizations and int8/int16 quantization for fast NMT inference to bug fixes and build system maintenance that improve real-world machine translation pipelines. Pinzhen has research and industry stints including a Microsoft research visit and roles at Aveni and Huawei, evidencing his ability to translate research into production-ready systems. He is noted for squeezing latency and memory wins out of language-model codebases—an underappreciated skill that reliably accelerates downstream NLP applications. Colleagues rely on him for pragmatic, performance-first solutions that connect novel LLM research to deployable systems.
code17 years of coding experience
job2 years of employment as a software developer
bookDoctor of Philosophy - PhD, Doctor of Philosophy - PhD at The University of Edinburgh
languagesEnglish, Chinese
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Stackoverflow

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3reputation
2kreached
0answers
1question
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Github Skills (23)

c-language10
neural-machine-translation10
operation10
tensorrt10
tensorflow10
gpu10
performance-optimization10
language-modeling10
cuda10
tensor10
cprogramming-language10
data-structure9
machine-translation9
algorithms9
fastly9

Programming languages (18)

JavaC++BikeshedCCMakeMakefileHandlebarsWebAssembly

Github contributions (5)

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kpu/kenlm

Oct 2008 - Jul 2022

KenLM: Faster and Smaller Language Model Queries
Role in this project:
userBack-end Developer
Contributions:5 reviews, 2110 commits, 49 PRs in 13 years 11 months
Contributions summary:Pinzhen made numerous code changes to the KenLM repository, focusing on language model queries and related code differences. Their work involved header file cleanup, the adjustment of counts in the system, and code restructuring within the multi-stream builder and other related components. These changes and their associated messages indicate a focus on improving the efficiency and functionality of the underlying language model algorithms.
nlplanguage-modelsmallerkenlmfaster
moses-smt/mosesdecoder

Oct 2011 - Aug 2020

Moses, the machine translation system
Role in this project:
userBack-end Developer
Contributions:630 commits, 41 pushes, 24 comments in 8 years 11 months
Contributions summary:Pinzhen made several commits related to optimizing the `PhraseDictionaryMemory` loading time, suggesting a focus on improving the performance of the machine translation system. They also addressed issues in the KenLM language model integration, including fixing bugs related to the handling of sentence boundaries and potential memory corruption. Further contributions involved fixing build and configuration issues related to the project's makefiles, indicating a role in code maintenance and build processes.
i18nmachine-translationtranslationlocalizationmoses
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Pinzhen Chen - Lecturer In Natural Language Processing