Thesis Project - Comparing Retrieval-Augmented Generation Methods
Are you a final-year master's student in search of your thesis project?
At Bontouch, we're developing and creating digital experiences for iconic brands. Join us for a transformative research experience at the forefront of mobile and digital product development. Dive into real-world projects and make your mark in digital product innovation.
BACKGROUND
Large language models (LLM) and Generative AI are being tried and tested in more and more applications every day. However, LLMs might not always be enough on their own. Retrieval-augmented generation (RAG) is a technique for enhancing the accuracy and reliability of generative AI models with facts fetched from external sources.
This thesis will investigate how different RAG methods can be applied to improve LLMs. The research would focus on comparing different RAG models to determine which methods are most effective for generating accurate, context-aware responses.
TASK
Depending on your interests or previous experience, the thesis could focus on different aspects. You could, for example:
- Integrate various RAG methods into a prototype LLM system. Compare models that use different retrieval sources (e.g., knowledge bases, FAQ databases, previous chat logs).
- Explore how well different RAG methods can help the LLM system maintain context over long conversations and how they handle ambiguous or complex queries.
- Investigate the scalability of RAG methods in high-traffic environments and their feasibility for deployment in large-scale operations.
- Apply the developed system to specific industries (e.g., e-commerce, banking) and analyze its effectiveness in those domains.
WHO WE THINK YOU ARE
- Have the opportunity to work from our studio in Stockholm
- Interested in mobile development and digital products
- Interested and want to learn more about LLMS
- You plan to start your Master's Thesis project in January 2025
HIRING PROCESS
🕵️ Psychometric assessment - Skills and Logical Reasoning test (Curious? Read more here)
👥 1st meeting with the Talent Acquisition Specialist
🎬 Technical challenge and case study presentation
🎯 Final meeting
BONTOUCH BECOMING FRAMNA
At Bontouch, we’ve always been dedicated to creating impactful digital experiences for brands like Swish, SJ, and SEB. Now, we’re entering a new chapter as Framna, with over 550+ colleagues across nine global studios.
While our brand will evolve, our commitment to core values and crafting digital products with meaningful impact remains unchanged. We’re excited to push boundaries, explore new possibilities, and deliver solutions that make a difference.
Start your journey with us today!
Stockholm
You'll meet all kinds of people here.
We are dedicated to creating an environment where outstanding products can grow, and where outstanding people want to work. The first step toward building products for everyone is to make room for everyone. You'll probably find a lot of likeminded friends here and the opportunities to learn from others are plentiful.
About Bontouch
We serve clients in North America, Europe and Asia from four studios in Sweden and New York. The products we help create are used by more than 50 million people across the world. Read about our products at bontouch.com
Thesis Project - Comparing Retrieval-Augmented Generation Methods
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