Bachelor's/Master's Thesis: LLMs as Interfaces for Complex Software
Sounds interesting? Here’s the specific research question: LLMs as an intelligent user interface for complex optimization and analysis software. Traditional chatbot interfaces allow free-form text input but do not adequately capture the actual usage contexts of complex specialized software. It remains to be seen which forms of interaction are better suited for demanding analytical tasks. In particular, the question arises as to whether LLM-based interfaces are not merely reactive to user inputs […]
Bachelor's/Master's Thesis: LLMs for Data Entry and Data Quality
Sound interesting? Here’s the specific research question: Using LLMs to support data entry, data validation, and data quality analysis. In many optimization and analysis applications, the key bottleneck is not the modeling itself, but rather the structured and high-quality collection of input data. LLMs promise to assist in converting unstructured information into structured inputs, as well as in the automatic derivation of […]
Bachelor's/Master's Thesis: LLMs and Operations Research: Benchmarking for an OPTANO Decision Catalog
Sound interesting? Here’s the specific research question: Benchmarking LLM features related to OR software to derive an OPTANO decision catalog for various use cases. OPTANO already solves the actual operations research scenario. The research question is therefore not whether LLMs can replace the optimization problem, but rather in which accompanying use cases they provide reliable added value. The aim is to investigate how well various LLM features […]