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More information can be found in the PDF file.
General Information
Full Name | Shutian Ma |
Contact | mashutian0608 [at] hotmail [dot] com |
Languages | Chinese, English |
Education
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2014 - 2021 Ph.D. in Information Science
Nanjing University of Science & Technology, Nanjing, China - Advised by Prof. Chengzhi Zhang
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2010 - 2014 B.M. in Information Management and System
Nanjing University of Science & Technology, Nanjing, China
Experience
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2025 - now GenAI Language Annotation Specialist
Meta - Rated and compared generative AI model responses based on linguistic standards. Contributed Simplified Chinese LLM data annotation to support research that led to a Meta AI publication.
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2024 - now Freelance
AI Pipeline Deployment Engineer & Research Mentor - Deployed and customized ComfyUI on both Linux servers and the Runpod serverless platform. Integrated custom nodes and models (e.g., FLUX via Diffusers). Built tailored Docker images with automation scripts to streamline client-specific deployment pipelines.
- Academic mentorship in LLMs, multimodal AI, and data mining, guiding research projects, optimizing model performance, and contributing to impactful publications.
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2023 NLP Engineer
Wuxi Lead Intelligent Equipment, Wuxi, China - Parsed PDF files to build a full-text dataset and implemented a Retrieval-Augmented Generation system using LangChain, enabling retrieval of relevant text blocks via vectorized queries for LLM-based answer generation.
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2020 - 2023 Data Scientist
Tencent, Shenzhen, China - Constructed the training dataset for fine-tuning and developed a conversational model by applying LoRA to fine-tune ChatGLM-6B on domain-specific texts.
- Led a team of 4 outsourced members in data annotation, implemented brand and snack name recognition in UGC and supported the Smart Retail department in product selection.
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2020 NLP Engineer Intern
Aegis, Nanjing, China - Deployed an annotation platform using Doccano, implemented NER in legal text using BiLSTM+CRF.
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2019 NLP Engineer Intern
ByteDance, Beijing, China - Developed a user query classification system with fastText, integrating user click behavior to recommend relevant ads, improving ad targeting efficiency through successful product deployment.
Honors and Awards
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2018 - 研究生国家奖学金一等奖/National Postgraduate Scholarship First Prize
- 工信部创新创业奖学金一等奖/MIIT Innovation and Entrepreneurship Scholarship First Prize