Thesis Work: GraphRAG for Academic Resource Discovery
ABB A/S
Placering
Västerås
Thesis Work: GraphRAG for Academic Resource Discovery
At ABB, we are dedicated to addressing global challenges. Our core values: care, courage, curiosity, and collaboration - combined with a focus on diversity, inclusion, and equal opportunities - are key drivers in our aim to empower everyone to create sustainable solutions. That's our story. Make it your story.
This position reports to
R&D Department Lead
Your role and responsibilities
This master thesis project aims to develop a versatile GraphRAG-based framework for semantic search and discovery in academic contexts. The project will be jointly initiated by two students who will later specialize in different applications while sharing core infrastructure. This research is at the intersection of information retrieval, graph databases, and language models, leveraging recent advancements in Natural Language Processing (NLP) and Retrieval-Augmented Generation (RAG) technologies. The project aligns with growing interest in AI-enhanced tools for Industry, education and research, benefiting industrial research, universities, research institutions, and students. It supports scalable, intuitive, and intelligent academic resource discovery. Traditional keyword-based search methods fail to capture semantic relationships between concepts, leading to missed connections and incomplete results. Details: • Period: February - June • Number of credits: 30 points equivalent to a master thesis, • Number of students for this thesis work: 1 • Location: the thesis can be done mostly at the university Months 1-2: Joint core framework development Months 3-4: Joint data pipeline development Months 5-6: Individual application development
Qualifications for the role
- Master student in computer science, theoretical physic, electrical engineering/ automatic control
- Familiar with Python programming
- Understanding of machine learning concepts and frameworks
- Familiarity with deep learning libraries (PyTorch/TensorFlow)
- Problem-solving mindset
- Good English communication skills
More about us
Supervisor Shiva Sander Tavallaey, +46 705 09 91 93, will answer your questions. Recruiting Manager: Magnus Backman, +46 705 32 31 16. Positions are filled continuously. Please apply with your CV, academic transcripts, and a cover letter in English. We look forward to receiving your application! We value people from different backgrounds. Could this be your story? Apply today or visit www.abb.com to read more about us and learn about the impact of our solutions across the globe. #MyABBStory
Locations
Västerås, Sweden
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