Master's thesis in Data & AI: Automated Practicality Evaluation of Counterfactual Explanations

We're crafting a metric that measures how achievable AI-generated advice is—for real people. Think of it as teaching AI common sense; for instance, you can't just age a decade instantly. Your challenge: integrate advanced language models like GPT to gauge if a "what if" scenario is useful or just a tech fantasy. Join us in shaping a more sensible, user-centric AI future.

• XAI/Explainable AI
• LLMs/Large Language Models
• ChatGPT
• NLP/Natural Language Processing

• A challenging assignment within a practical environment
• € 1000 compensation, € 500 + lease car or € 600 + living space
• Professional guidance
• Courses aimed at your graduation period
• Support from our academic Research center at your disposal
• Two vacation days per month

• 65% Research
• 10% Analyze, design, realize
• 25% Documentation

In this project, we would like you to design a new evaluation metric to automatically determine the practicality of counterfactuals, that is, how attainable a counterfactual explanation is (or if it is even humanly attainable). Since the determination of practicality involves semantic understanding of the input features, our idea would be to leverage GPT and/or other large language model-based technologies to accomplish this.

A user study could be conducted initially following the methodology proposed by Spreitzer et al (1) to evaluate the practicality of different state-of-the-art counterfactual techniques. The user study can then be extended to evaluate the accuracy of the proposed metric compared to the human evaluations.

(1) Spreitzer, H. Haned, & I. van der Linden, “Evaluating the Practicality of Counterfactual Explanations”

We anticipate upcoming and future challenges and ensure our engineers develop cutting-edge solutions based on the latest scientific insights. Our research community proactively tackles emerging technologies. We do this in cooperation with renowned scientists, making sure that research teams are positioned and embedded throughout our organization and our community, so that their insights are directly applied to our business. We truly believe in sharing knowledge, so we want to do this without any restrictions.

Of course, we offer you an excellent package of graduation conditions with various options. These include:

• Laptop, all necessary tools, and development environments to successfully carry out your assignment
• A graduation allowance, where you have the choice of:
  • € 1000 gross per month
  • € 500 gross per month + lease car with fuel card
  • € 600 gross per month + accommodation in Veenendaal

During your graduation internship, you will be included in one of our business units and in our Research Center. This will give you a good understanding of the developments within our projects and our research projects.

In addition, Info Support offers you:

• A challenging master’s thesis at a solid, growing, and financially healthy company
• Professional and experienced guidance, hybrid working
• A graduation program with, among other things, training sessions, knowledge evenings, project visits, activities, and team, unit, and company outings
• Experimentation with new products and releases that are in the pre-release phase
• Brainstorming with other graduates and IT colleagues who are collegial and passionate
• Potential for a permanent position in our IT Top Traineeship program!

Info Support specializes in custom software, data/AI solutions, management, and training and is active in the Finance, Industry, Agriculture, Food & Retail, Mobility & Public, and Healthcare sectors. We provide solid and innovative solutions for complex and critical software issues. Our headquarters are located in Veenendaal (NL) and Mechelen (BE). At present, approximately 500 employees are employed by Info Support.

Info Support's working method is characterized by a number of core values: solidity, integrity, craftsmanship, and passion. These core values are intertwined in our work and the way we interact with each other.

To ensure that all employees are always up to date with the latest developments, Info Support has an in-house knowledge center that eagerly satisfies the hunger for more or different knowledge and skills.

B2 language proficiency in Dutch is required.