1 code implementation • 16 Sep 2024 • Florian Bremm, Patrick Gustav Blaneck, Tobias Bornheim, Niklas Grieger, Stephan Bialonski
Sexism in online media comments is a pervasive challenge that often manifests subtly, complicating moderation efforts as interpretations of what constitutes sexism can vary among individuals.
Ranked #1 on
GermEval2024 Shared Task 1 Subtask 2
on GerMS-AT
Computational Efficiency
GermEval2024 Shared Task 1 Subtask 1
+1
1 code implementation • 13 Mar 2024 • Niklas Grieger, Siamak Mehrkanoon, Stephan Bialonski
Analyzing electroencephalographic (EEG) time series can be challenging, especially with deep neural networks, due to the large variability among human subjects and often small datasets.
2 code implementations • 18 Sep 2023 • Tobias Bornheim, Niklas Grieger, Patrick Gustav Blaneck, Stephan Bialonski
The growing body of political texts opens up new opportunities for rich insights into political dynamics and ideologies but also increases the workload for manual analysis.
1 code implementation • GermEval 2022 • Patrick Gustav Blaneck, Tobias Bornheim, Niklas Grieger, Stephan Bialonski
In this contribution, we studied the ability of ensembles of fine-tuned GBERT and GPT-2-Wechsel models to reliably predict the readability of German sentences.
Lexical Complexity Prediction
Text Complexity Assessment (GermEval 2022)
1 code implementation • GermEval 2021 • Tobias Bornheim, Niklas Grieger, Stephan Bialonski
The availability of language representations learned by large pretrained neural network models (such as BERT and ELECTRA) has led to improvements in many downstream Natural Language Processing tasks in recent years.
Classification of toxic, engaging, fact-claiming comments
Engaging Comment Classification
+3
1 code implementation • 5 May 2021 • Niklas Grieger, Justus T. C. Schwabedal, Stefanie Wendel, Yvonne Ritze, Stephan Bialonski
When restricted to the classical stages, the optimized network showed state-of-the-art classification performance with an out-of-sample F1 score of 0. 95 in male C57BL/6J mice.