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Constructor Knowledge Labs

Applied CS, ML and AI research

AI for Semantic Structures PhD Researcher - Reasoning Flows & Personalized Content Generation

Natural Language Processing & LLMsConfirmed live in the last 24 hours
Full-timeBremen, GermanyIn-person

About the Job

Requirements

  • A Master's or PhD degree in Computer Science, Artificial Intelligence, Machine Learning, Computational Linguistics, or a related field.
  • Strong research interest and practical experience in at least one of semantic parsing and structured representation learning; knowledge graphs or graph-based reasoning; transformer models, sequence modeling, or graph neural networks; natural language generation and explainability; or educational artificial intelligence, personalization algorithms, or cognitive modeling.
  • Evidence of research potential through publications, a strong thesis, or significant projects.
  • Experience or interest in innovative teaching and learning approaches.
  • Ability to translate theoretical insights into engineered prototypes and systems supporting scientific or educational use cases.
  • Ability to work independently and collaboratively.
  • Excellent verbal and written communication skills.
  • Intercultural competence and experience in international environments.
  • Fluency with co-pilot tools for coding and writing.
  • Fluency in English, the language of instruction and communication on campus.

Responsibilities

  • Contribute to research in AI-driven semantic structure extraction, automated reasoning-flow modeling, and adaptive content generation.
  • Develop methods for analyzing and representing semantic and pedagogical structures in scientific and educational materials, including high-fidelity extraction of conceptual and reasoning blocks, inference-time rationale generation, and adaptive, learner-aware content sequencing.
  • Work on semantic parsing, structured natural language processing, graph-based neural models, metacognitive prompting, ontology alignment across disciplines, and human-in-the-loop optimization.
  • Collaborate across disciplines, particularly computer science, computational linguistics, cognitive science, and the learning sciences.
  • Develop datasets, baseline models, personalized learning engines, reasoning-graph representations, cross-domain mapping algorithms, and reinforcement-learning-from-human-feedback-style feedback loops.
  • Contribute to publications, release research prototypes, and support demonstrator systems for structured semantic extraction, rationale-aware content generation, and cross-domain transfer of reasoning structures.
  • Support teaching in Machine Learning, Natural Language Processing, AI in Education, Knowledge Representation, and Python-based analytical seminars at BSc, MSc, and PhD levels.
  • Assist in course delivery, advise students, and supervise Bachelor's and Master's theses.
  • Engage in methodological innovation for online, hybrid, and in-person learning environments.

About the Company

Constructor Knowledge Labs

Applied CS, ML and AI research

Constructor Knowledge Labs focuses on applied research in Computer Science, Software Engineering, Machine Learning, and Artificial Intelligence. It works through collaborative projects and joint PhD programs in partnership with Constructor University, applying advanced methodologies to interdisciplinary fields like Robotics, the Metaverse, Neurosciences, Neuropsychology, Education, and Life Sciences from its base in Bremen, Germany. The center conducts research rather than selling a single product, using its expertise to tackle real-world problems by developing models, systems, and methods that can cross domain boundaries. It differentiates itself through a close university partnership, an emphasis on practical, applied research, and a multi-disciplinary approach spanning tech and science domains, aiming to produce tangible innovations. The goal is to make a meaningful impact by solving real-world challenges through applied research and technological advancement.

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