🧑‍🔬 Christian Heumann

🏛️ Affiliations

🎓Ludwig-Maximilians-Universität MünchenMunich · Germany1997–2026 · 242 papersEducationEmployment · Professor, Statisticscurrent

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed.

🧭 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📅 Works by year

2020s

📄 Papers

The most cited first (OpenAlex and our library).

1. Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text Generation (2025 · 12 citations)
   LLMs output token probabilities, and the decoding step that turns them into text is often left at default settings even though it strongly shapes output quality.
2. Self-Reinforcing Controllable Synthesis of Rare Relational Data via Bayesian Calibration (2026)
   Rare classes in tabular (relational) datasets hurt classifier performance. LLM-based synthesis of such data has received little study, and current prompt-based generators get no signal about how good their output is while they run. The authors present RDDG (Relational Data generator with Dynamic Guidance), a…

All works

6 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. How Prevalent is Gender Bias in ChatGPT? — Exploring German and English ChatGPT Responses ↗arXiv:2310.03031 · no summary yetStefanie Urchs et al.2023 · 17 citations
2. Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text GenerationInternational Conference on Computational Linguistics (COLING)Esteban Garces Arias, Meimingwei Li, Christian Heumann, et al.2025 · 12 citations
3. Re-Evaluating GermEval17 Using German Pre-Trained Language Models ↗arXiv:2102.12330 · no summary yetM. Aßenmacher, A. Corvonato, C. Heumann2021 · 7 citations
4. taz2024full: Analysing German Newspapers for Gender Bias and Discrimination across Decades ↗Findings of the Association for Computational Linguistics: ACL 2025 · no summary yetStefanie Urchs et al.2025 · 3 citations
5. A tailored Handwritten-Text-Recognition System for Medieval Latin ↗Proceedings of the Ancient Language Processing Workshop · no summary yetPhilipp Koch et al.2023 · 3 citations
6. Self-Reinforcing Controllable Synthesis of Rare Relational Data via Bayesian CalibrationFindings of the Association for Computational LinguisticsChongsheng Zhang, Hao Wang, Zelong Yu, et al.2026

🤝 Co-authors here

3 co-authors with a page, the most papers together first.

• Esteban Garces Arias ×2
• Hao Wang
• Matthias Assenmacher

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

• International Conference on Computational Linguistics (COLING): COLING 2025
• Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
• Findings of the Association for Computational Linguistics: ACL 2025
• Proceedings of the Ancient Language Processing Workshop

🔗 Cited by

Papers of our library cite their works 26 times (of the 149,439 papers whose bibliographies we read); 7 citing papers with a page here →.

Updated 2 November 2026

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