Model Interpretability and Rationale Extraction by Input Mask Optimization. - Marc Felix Brinner; Sina Zarrieß (ACL (Findings), 2023)

Rationalizing Transformer Predictions via End-To-End Differentiable Self-Training. - Marc Felix Brinner; Sina Zarrieß (EMNLP, 2024)

Weakly Supervised Claim Localization in Scientific Abstracts. - Marc Felix Brinner; Sina Zarrieß; Tina Heger (RATIO, 2024)

Natural Language Hypotheses in Scientific Papers and How to Tame Them - Suggested Steps for Formalizing Complex Scientific Claims. - Tina Heger; Alsayed Algergawy; Marc Felix Brinner; Jonathan M. Jeschke; Birgitta König-Ries; Daniel Mietchen; Sina Zarrieß (RATIO, 2024)

Efficient Scientific Full Text Classification: The Case of EICAT Impact Assessments. - Marc Felix Brinner; Sina Zarrieß (CoRR, 2025)

Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them. - Marc Felix Brinner; Tarek Al Mustafa; Sina Zarrieß (CoRR, 2025)

SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts. - Marc Felix Brinner; Sina Zarriess (CoRR, 2025)