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cs.CL2026

Nürnberg NLP @ GermEval Shared Task 2026: Harmful Content Detection in German Social Media through Error-Independent LLM Voters

Philipp Steigerwald, Eric Rudolph, Jens Albrecht

Harmful content in German social media does real-world damage, from calls to action to criminal defamation. The GermEval 2026 shared task scores its detection in four subtasks. The…

cs.CL2026

GEMCo: A Validated, Ethically Releasable Proxy for Inaccessible Counselling Data

Philipp Steigerwald, Eric Rudolph, Mara Stieler +3

This paper presents GEMCo, a releasable, human-written proxy for inaccessible counselling data: 86 complete German e-mail counselling conversations (728 messages), expert-authored…

cs.CL2026

Nürnberg NLP at PsyDefDetect: Multi-Axis Voter Ensembles for Psychological Defence Mechanism Classification

Philipp Steigerwald, Eric Rudolph, Jens Albrecht

Detecting levels of psychological defence mechanisms in supportive conversations is inherently ambiguous. In the PsyDefDetect shared task at BioNLP 2026 the eight positive defence…

cs.CL2026

Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations

Eric Rudolph, Philipp Steigerwald, Jens Albrecht

This paper studies how empirical dialogue-flow statistics can be incorporated into Next Dialogue Act Prediction (NDAP). A KL regularization term is proposed that aligns predicted a…

cs.CL2026

OnCoCo 1.0: A Public Dataset for Fine-Grained Message Classification in Online Counseling Conversations

Jens Albrecht, Robert Lehmann, Aleksandra Poltermann +3

This paper presents OnCoCo 1.0, a new public dataset for fine-grained message classification in online counseling. It is based on a new, integrative system of categories, designed…