4 papers
GradeLegal: Automated Grading for German Legal Cases
Abdullah Al Zubaer, Lorenz Wendlinger, Simon Alexander Nonn +2
Grading German legal exam solutions faces growing volumes and a shortage of qualified graders, delaying feedback and creating a bottleneck. At the same time, it is a high-stakes ex…
Robust Generalizable Heterogeneous Legal Link Prediction
Lorenz Wendlinger, Simon Alexander Nonn, Abdullah Al Zubaer +1
Recent work has applied link prediction to large heterogeneous legal citation networks \new{with rich meta-features}. We find that this approach can be improved by including edge d…
On the Suitability of pre-trained foundational LLMs for Analysis in German Legal Education
Lorenz Wendlinger, Christian Braun, Abdullah Al Zubaer +4
We show that current open-source foundational LLMs possess instruction capability and German legal background knowledge that is sufficient for some legal analysis in an educational…
SUDS: A Strategy for Unsupervised Drift Sampling
Christofer Fellicious, Lorenz Wendlinger, Mario Gancarski +2
Supervised machine learning often encounters concept drift, where the data distribution changes over time, degrading model performance. Existing drift detection methods focus on id…