
About
Tom Röhr is a PhD researcher at the Data Science and Text-based Information Systems (DATEXIS) group at the Berliner Hochschule für Technik (BHT) and a member of the Data Science +X Graduate School. His research focuses on natural language processing and large language models, particularly reasoning, multilinguality, post-training, and applications in healthcare.
He is part of SOOFI (Sovereign Open Source Foundation Models), where he is in a leading position for the post-training efforts. His work focuses on developing and improving open foundation and reasoning models through methods including reinforcement learning, reasoning-oriented post-training, multilingual adaptation, and evaluation.
His recent research covers multilingual reasoning in large language models, reinforcement learning with verifiable rewards, medical reasoning, clinical NLP, and the analysis of doctor–patient interactions.
Education
- M.Sc. Media Informatics, Berliner Hochschule für Technik (BHT)
- B.Sc. Media Informatics, Hochschule Bremen
- PhD candidate, Data Science / Natural Language Processing, DATEXIS / Data Science +X Graduate School
Research Interests
- Large Language Models
- LLM Reasoning
- Post-training and Alignment
- Reinforcement Learning for LLMs
- Multilingual NLP and Multilingual Reasoning
- Open Foundation Models
- Clinical NLP and Medical AI
- Natural Language Processing
Technical Skills & Methods
- Foundational Large Language Model post-training
- Reinforcement Learning with Verifiable Rewards (RLVR)
- Supervised Fine-Tuning
- LLM evaluation and benchmarking
- Multilingual model adaptation
- Reasoning model training
- Natural Language Processing
- Information Retrieval
- Clinical NLP
Teaching & Supervision
Focus on NLP tasks and architecture lectures, specifically Mixture-of-experts.
Current Research and Projects
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active
Soofi is a research project for sovereign open-source foundation models from Germany, launched in September 2025. Leading research institutions, unive…
Publications
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2026
arXiv
Benedikt Droste, David Fitzek, Ruben Härle, Lukas Helff, Maximilian Idahl, Alex Jude, Abbas Goher Khan, Maurice Kraus, Timm Ruland, Richard Rutmann, Sebastian Sztwiertnia, Markus Frey, Daniil Gurgurov, Jan Pfister, Tom Röhr, Sebastian von Rohrscheidt, Jörg Bienert, Nicolas Flores-Herr, Simon Gottschalk, Andreas Hotho, Kristian Kersting, Joachim Köhler, Alexander Löser, Wolfgang Nejdl, Simon Ostermann, Jan Plogsties, Björn Plüster, Patrick Putzky, Mehdi Ali, Michael Fromm, Max Lübbering
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2026
arXiv
Daniil Gurgurov, Tom Röhr, Sebastian von Rohrscheidt, Josef van Genabith, Alexander Löser, Simon Ostermann
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2026
LREC
Tom Röhr, Thomas Steffek, Roman Teucher, Keno Bressem, Alexei Figueroa, Paul Grundmann, Peter Tröger, Felix Alexander Gers, Alexander Löser
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2025
ECAI
Tom Röhr, Soumyadeep Roy, Fares Al Mohamad, Jens-Michalis Papaioannou, Wolfgang Nejdl, Felix A. Gers, Alexander Löser
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2024
NAACL
Tom Roehr, Alexei Figueroa, Jens-Michalis Papaioannou, Conor Fallon, Keno K. Bressem, Wolfgang Nejdl, Alexander Löser