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Matthias Grabmair

Matthias Grabmair has 4 papers in our library, in 2024–2026, most of them on Legal AI, Summarization, Reasoning; often with Sebastian Nagl, Santosh T.Y.S.S.

4 papers in our library · 2024–2026

OpenAlex · ORCID · h-index 12 · 111 works · 535 citations OpenAlex, 2026-10-14

📄 4 works in our library · 🔗 Cited 285 times in our library · 37 more in our library without a page yet · ⭐ Paper Stars ranking: #9259

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: Google Scholar · Semantic Scholar · dblp · ACL Anthology

 Affiliations

🎓Technical University of MunichMunich · Germany2021–2026 · 74 paperscurrent🎓University of PittsburghPittsburgh · United States2009–2016 · 8 papers🎓Carnegie Mellon UniversityPittsburgh · United States2017–2019 · 6 papers

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.

📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 4 worksComputer Science · 4 worksSocial Sciences · 4 worksArtificial Intelligence · 4 worksLanguage and Linguistics · 4 worksPolitical Science and International Relations · 4 worksLaw · 2 works

🧭 Topics 4Research subjects and languages the work is about.Legal AI · 4 worksSummarization · 2 worksEnglish · 1 workReasoning · 1 work

 Works by year

2020s

20262 papers20251 paper20241 paper

 Papers

The most cited first (OpenAlex and our library).

  1. LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English (2024 · 16 citations)
    Existing legal NLP benchmarks such as LexGLUE and LEXTREME cover only predictive tasks like classification.
  2. BenGER Platform: A Collaborative Web Platform for End-to-End Benchmarking of German Legal Tasks (2026 · 1 citation)
    Benchmarking LLMs on legal reasoning usually involves several disconnected tools. Experts supply material, engineers turn it into benchmark items, annotations are collected in a separate tool, models are run through one-off scripts, and evaluation code is rewritten for each study. This fragmentation hides decisions…
  3. BenGER: Benchmarking LLM Systems on Subsumption-Based Legal Reasoning in German Law (2026)
    German legal analysis follows a fixed reasoning pattern called subsumption: state the norm to test, define its elements, map the facts onto each element, then draw the legal consequence.
  4. CourtPressGER: A German Court Decision to Press Release Summarization Dataset (2025)
    German federal courts publish press releases that explain rulings to journalists and ordinary citizens. Earlier legal NLP work on German focused on technical headnotes for lawyers. This paper presents CourtPressGER, a corpus of about 6.4k triples. Each triple holds a ruling, the press release a human wrote for it…

All works

41 works of theirs in our library, the most cited first; 4 with a page here, the others link their original until we summarise them.

  1. Context-Aware Legal Citation Recommendation using Deep Learning ↗arXiv:2106.10776 · no summary yetZihan Huang et al.2021 · 57 citations
  2. Sentence Boundary Detection in Adjudicatory Decisions in the United States ↗bepress Legal Repository · no summary yetJaromir Savelka et al.2017 · 44 citations
  3. Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts ↗Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · no summary yetSantosh T.Y.S.S et al.2022 · 39 citations
  4. Lex Rosetta: Transfer of Predictive Models Across Languages, Jurisdictions, and Legal Domains ↗arXiv:2112.07882 · In Proceedings of ICAIL 2021, pp. 129-138. 2021 · no summary yetJaromir Savelka et al.2021 · 32 citations
  5. ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rights ↗Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yetSantosh T.Y.S.S., Rashid Haddad, Matthias Grabmair2024 · 26 citations
  6. Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases ↗Findings of the Association for Computational Linguistics: EACL 2023 · no summary yetSantosh T.Y.S.S, Oana Ichim, Matthias Grabmair2023 · 24 citations
  7. Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance ↗Findings of the Association for Computational Linguistics: EMNLP 2022 · no summary yetAbhishek Agarwal, Shanshan Xu, Matthias Grabmair2022 · 21 citations
  8. LexAbSumm: Aspect-based Summarization of Legal Decisions ↗Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yetSantosh T.Y.S.S., Mahmoud Aly, Matthias Grabmair2024 · 20 citations
  9. Leveraging Task Dependency and Contrastive Learning for Case Outcome Classification on European Court of Human Rights Cases ↗Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics · no summary yetSantosh T.Y.S.S et al.2023 · 19 citations
  10. How Would You Say It? Eliciting Lexically Diverse Dialogue for Supervised Semantic Parsing ↗Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue · no summary yetAbhilasha Ravichander et al.2017 · 19 citations
  11. LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in EnglishNatural Legal Language Processing WorkshopSantosh T.Y.S.S, Cornelius Weiss, Matthias Grabmair2024 · 16 citations
  12. VECHR: A Dataset for Explainable and Robust Classification of Vulnerability Type in the European Court of Human Rights ↗Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yetShanshan Xu et al.2023 · 16 citations
  13. ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks ↗Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetSantosh T.Y.S.S, Tuan-Quang Vuong, Matthias Grabmair2024 · 15 citations
  14. Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need? ↗Proceedings of the Natural Legal Language Processing Workshop 2024 · no summary yetSantosh T.Y.S.S et al.2024 · 15 citations
  15. Through the Lens of Split Vote: Exploring Disagreement, Difficulty and Calibration in Legal Case Outcome Classification ↗Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetShanshan Xu et al.2024 · 12 citations
  16. Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization ↗Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) · no summary yetSantosh T.Y.S.S et al.2024 · 11 citations
  17. LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases ↗Findings of the Association for Computational Linguistics: NAACL 2025 · no summary yetSantosh T.Y.S.S, Isaac Misael Olguín Nolasco, Matthias Grabmair2025 · 10 citations
  18. Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases ↗Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yetSantosh T.Y.S.S et al.2024 · 9 citations
  19. Mind Your Neighbours: Leveraging Analogous Instances for Rhetorical Role Labeling for Legal Documents ↗Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yetSantosh T.Y.S.S. et al.2024 · 9 citations
  20. Joint Span Segmentation and Rhetorical Role Labeling with Data Augmentation for Legal Documents ↗arXiv:2302.06448 · no summary yetT.Y.S.S. Santosh, Philipp Bock, Matthias Grabmair2023 · 8 citations
  21. Thinking Longer, Not Always Smarter: Evaluating LLM Capabilities in Hierarchical Legal Reasoning ↗arXiv:2510.08710 · no summary yetLi Zhang et al.2025 · 7 citations
  22. HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents ↗Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yetSantosh T.Y.S.S et al.2024 · 7 citations
  23. Query-driven Relevant Paragraph Extraction from Legal Judgments ↗Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yetSantosh T.Y.S.S., Elvin A. Quero Hernandez, Matthias Grabmair2024 · 7 citations
  24. LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law ↗Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) · no summary yetSantosh T.Y.S.S et al.2025 · 6 citations
  25. The Craft of Selective Prediction: Towards Reliable Case Outcome Classification - An Empirical Study on European Court of Human Rights Cases ↗Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yetSantosh T.Y.S.S et al.2024 · 5 citations

See all 41 works by Matthias Grabmair →

 Co-authors here

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

Venues

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

 Cited by

Papers of our library cite their works 285 times (of the 149,439 papers whose bibliographies we read); 21 citing papers with a page here →.

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