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Yusuf Emre Genc

Available to hire

Machine Learning / NLP engineer with research and industry experience building LLM-powered retrieval and code-generation systems, fine-tuning large language models, and deploying ML features into production applications.

About

Machine Learning / NLP engineer with research and industry experience building LLM-powered retrieval and code-generation systems, fine-tuning large language models, and deploying ML features into production applications. Completed an M.Sc. in Informatics at TUM with a focus on deep learning, NLP, and generative models, and delivered measurable gains on the RepoExec benchmark with retrieval-efficient prompting and hierarchical semantic indexing.

  • 4 years' experience
  • Joined October 2025

Industry experience

  • Software & Internet
  • Computers & Electronics
  • Education
  • Media & Entertainment
  • Professional Services

Work experience· 28 roles

Master’s Thesis Researcher · Technical University of Munich (TUM)Jun 2025 – Oct 2025 · 5 mos

Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13× fewer LLM calls.

Master's Thesis Research · Technical University of Munich (TUM)Jun 2025 – Oct 2025 · 5 mos

Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13 × fewer LLM calls.

Master’s Thesis: Repository-Level Code Generation Research · Technical University of Munich (TUM)Jun 2025 – Oct 2025 · 5 mos

Developed semantic-tree-based hierarchical retrieval and code generation system using LLM-based retrieval and prompt engineering techniques. Achieved 0.46 pass@5 on RepoExec benchmark (vs 0.32 baseline). Outperformed dense RAG baselines using 13×fewer LLM calls.

Master’s Thesis Researcher · Technical University of Munich (TUM)Oct 2024 – Jun 2025 · 9 mos
NLP Engineer (Part-time) · Fast AI MoviesFeb 2024 – Oct 2025 · 1 yr 9 mos
NLP Engineer (Part-time) · Fast AI MoviesFeb 2024 – Oct 2025 · 1 yr 9 mos
NLP Engineer (Part-time) · Fast AI MoviesFeb 2024 – Oct 2025 · 1 yr 9 mos
Hybrid NLP Engineer · Fast AI MoviesOct 2023 – Feb 2024 · 5 mos

Education· 8

M.Sc. Informatics · Technical University of Munich (TUM)2021 – 2025
B.Sc. Computer Science · Hacettepe University2018 – 2021
M.Sc. Informatics · Technical University of Munich2021 – 2025
B.Sc. Computer Science · Hacettepe University2018 – 2021

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