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FRFraunhofer-Gesellschaft

Working Student in the Field of NLP(m/w/x)

Darmstadt
Part-timeWorking StudentOn-site
AI/ML
Data Science

Feature extraction for AI-generated text attribution and style change detection at research organization. Profound ML/DL knowledge, including Neural Network architectures and Python expertise, required. Flexible hours, valuable research contacts, and thesis possibility.

Requirements

  • Profound knowledge in Machine/Deep Learning
  • Familiarity with Neural Network architectures (Transformer, MLP, 1D-CNNs)
  • Familiarity with ML concepts (classification, hyperparameter optimization, fine-tuning, model evaluation)
  • Mandatory profound knowledge of Python
  • Advantageous: independent implementation of methods from scientific publications
  • Advantageous: knowledge and experience in cybersecurity
  • Willingness to face new challenges
  • Strong analytical thinking

Tasks

  • Perform feature extraction (LLM, embedding, classical methods).
  • Implement style change detection algorithms.
  • Detect AI-generated text content.
  • Attribute AI-generated text to specific LLMs.
  • Optimize authorship analysis for attribution and verification.
  • Implement LLM-based classification (zero/few shot, fine-tuning).
  • Apply deep learning classification (CNNs, transformers, Siamese NNs).
  • Use classical classification methods (SVM, random forest, kNN).
  • Implement ensemble methods (stacking, voting, weighting, calibration).
  • Evaluate ML models with ROC, AUC, and confusion matrices.
  • Develop UIs and web apps (fastHTML, Streamlit, Gradio, Angular, Svelte).
  • Collaborate on publicly funded and industry-commissioned projects.

Education

  • Currently in higher education

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Machine Learning
  • Deep Learning
  • Neural Networks
  • Transformer
  • MLP
  • 1D-CNNs
  • Python

Benefits

Flexible Working

  • Flexible working hours

Other Benefits

  • Practical experience
  • Valuable contacts in research
  • Possibility for bachelor's and master's thesis
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