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Linda Zeng

Empowering diverse voices through research, storytelling, and community action

  • LinkedIn
  • GitHub
  • google-scholar--v2
  • Youtube
  • Medium
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About Linda

AI Researcher & Multilingual Advocate

I'm a passionate AI researcher exploring how large language models can reflect cultural diversity and reason like humans. My work spans multilingual NLP, code-switching, RAG, and data augmentation methods. Also a nationally awarded writer, dancer, and choreographer, I love bridging STEM, humanities, and the arts to champion diverse voices!

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Research Projects

I conduct research that pushes the boundaries of natural language processing, focusing on multilingual code-switching, retrieval-augmented generation (RAG), reasoning in large language models, and data augmentation techniques. Explore selected publications, projects, and papers below.

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Building bridges across languages through the newest tech of our day

Leveraging Large Language Models for Code-Mixed Data Augmentation in Sentiment Analysis

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A practical, scalable framework for more trustworthy AI through self-reflection

Knowing You Don’t Know:When to Continue Search in Multi-round RAG through Self-Practicing

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Open-source, real-world benchmark to improve AI robustness and reliability

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Novel engineering solution for machine translation of languages like Quechua and Swahili

Generative-Adversarial Networks for Low-Resource Language Data Augmentation in Machine Translation

Where others saw borders, I found bridges, between languages, cultures, and disciplines.

Community Leadership

From shaping student culture around academic integrity, to advancing STEM equity through symposiums and fundraising, to mentoring younger students and inspiring passion for linguistics, I lead by uniting people, bringing back my expertise, and empowering the community toward my shared vision.

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Dance & Gymnastics

As a national dance champion and state medalist in gymnastics, I choreograph award-winning routines that blend technical precision with emotional depth. Whether performing, competing, or teaching, I use movement to tell stories, build confidence, and connect communities.

Writing & Art

Writer and artist exploring borderlands, culture, identity, and history—past, present, and future—through essays, illustrations, and short stories, recognized with a Scholastic National Silver Medal.

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Frankenstein's Frontier

Critical Essay

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How to Make a Crab

Memoir

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The Man with Wings on His Feet

Short Story, Historical Fiction 

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The Real World

Short Story, Dystopian Fiction

Growing up around three cultures, I amplify the stories the world overlooks.
  • LinkedIn
  • GitHub
  • google-scholar--v2
  • Youtube
  • Medium
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