---
title: "Matthias Grabmair — author profile and papers · Legal AI"
description: "Matthias Grabmair, Technical University of Munich: 4 papers on Elamur Research (2024–2026), h-index 12 — affiliations, topics, co-authors…"
canonical: "https://research.elamur.ai/free/en/authors/matthias-grabmair/"
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# Matthias Grabmair

Matthias Grabmair has 4 papers in our library, in 2024–2026, most of them on [Legal AI](https://md.research.elamur.ai/free/en/topics/legal-ai/), [Summarization](https://md.research.elamur.ai/free/en/topics/summarization/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Sebastian Nagl](https://md.research.elamur.ai/free/en/authors/sebastian-nagl/), [Santosh T.Y.S.S](https://md.research.elamur.ai/free/en/authors/santosh-t-y-s-s/).

4 papers in our library · 2024–2026

[OpenAlex](https://openalex.org/A5003638231) · [ORCID](https://orcid.org/0000-0001-6586-2486) · [**h-index 12**](https://openalex.org/authors/A5003638231) · [111 works](https://openalex.org/works?filter=author.id:A5003638231) · [535 citations](https://openalex.org/works?filter=author.id:A5003638231&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/#papers) · [🔗 Cited 285 times in our library](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/cited-by/) · [37 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #10478](https://md.research.elamur.ai/free/en/paper-stars/page/105/#star-10478)

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

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Matthias+Grabmair) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Matthias+Grabmair) · [dblp](https://dblp.org/search?q=Matthias+Grabmair) · [ACL Anthology](https://aclanthology.org/search/?q=Matthias+Grabmair)

## Affiliations

[🎓**Technical University of Munich** Munich · Germany 2021–2026 · 74 papers*current*](https://md.research.elamur.ai/free/en/universities/technical-university-of-munich/) · [🎓**University of Pittsburgh** Pittsburgh · United States 2009–2016 · 8 papers](https://md.research.elamur.ai/free/en/universities/university-of-pittsburgh/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 2017–2019 · 6 papers](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/)

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 7 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Social Sciences · 4 works](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Political Science and International Relations · 4 works](https://md.research.elamur.ai/free/en/shelves/social-sciences/political-science-and-international-relations/) · [Law · 2 works](https://md.research.elamur.ai/free/en/shelves/social-sciences/law/)

🧭 Topics 4 Research subjects and languages the work is about.[Legal AI · 4 works](https://md.research.elamur.ai/free/en/topics/legal-ai/) · [Summarization · 2 works](https://md.research.elamur.ai/free/en/topics/summarization/) · [English · 1 work](https://md.research.elamur.ai/free/en/topics/english/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/)

## Works by year

### 2020s

[**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/year/2025/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/year/2024/)

## Papers

The most cited first (OpenAlex and our library).

1. **[LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English](https://md.research.elamur.ai/free/en/papers/s-2024-lexsumm-lext5-benchmarking-modeling-legal/)** *(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](https://md.research.elamur.ai/free/en/papers/nagl-2026-benger-platform-collaborative-web-platform/)** *(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](https://md.research.elamur.ai/free/en/papers/nagl-2026-benger-benchmarking-llm-systems-subsumption/)** *(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](https://md.research.elamur.ai/free/en/papers/nagl-2025-courtpressger-german-court-decision-press/)** *(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 ↗](https://doi.org/10.1145/3462757.3466066) arXiv:2106.10776 · no summary yet**Zihan Huang et al.*2021 · 57 citations*
2. **[Sentence Boundary Detection in Adjudicatory Decisions in the United States ↗](https://aclanthology.org/2017.tal-2.2/) bepress Legal Repository · no summary yet**Jaromir Savelka et al.*2017 · 44 citations*
3. **[Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts ↗](https://aclanthology.org/2022.emnlp-main.74/) Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · no summary yet**Santosh T.Y.S.S et al.*2022 · 39 citations*
4. **[Lex Rosetta: Transfer of Predictive Models Across Languages, Jurisdictions, and Legal Domains ↗](https://doi.org/10.1145/3462757.3466149) arXiv:2112.07882 · In Proceedings of ICAIL 2021, pp. 129-138. 2021 · no summary yet**Jaromir 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 ↗](https://aclanthology.org/2024.lrec-main.486/) Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yet**Santosh T.Y.S.S., Rashid Haddad, Matthias Grabmair*2024 · 26 citations*
6. **[Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases ↗](https://aclanthology.org/2023.findings-eacl.44/) Findings of the Association for Computational Linguistics: EACL 2023 · no summary yet**Santosh T.Y.S.S, Oana Ichim, Matthias Grabmair*2023 · 24 citations*
7. **[Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance ↗](https://aclanthology.org/2022.findings-emnlp.134/) Findings of the Association for Computational Linguistics: EMNLP 2022 · no summary yet**Abhishek Agarwal, Shanshan Xu, Matthias Grabmair*2022 · 21 citations*
8. **[LexAbSumm: Aspect-based Summarization of Legal Decisions ↗](https://aclanthology.org/2024.lrec-main.911/) Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yet**Santosh T.Y.S.S., Mahmoud Aly, Matthias Grabmair*2024 · 20 citations*
9. **[Leveraging Task Dependency and Contrastive Learning for Case Outcome Classification on European Court of Human Rights Cases ↗](https://aclanthology.org/2023.eacl-main.78/) Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics · no summary yet**Santosh T.Y.S.S et al.*2023 · 19 citations*
10. **[How Would You Say It? Eliciting Lexically Diverse Dialogue for Supervised Semantic Parsing ↗](https://aclanthology.org/W17-5545/) Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue · no summary yet**Abhilasha Ravichander et al.*2017 · 19 citations*
11. **[LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English](https://md.research.elamur.ai/free/en/papers/s-2024-lexsumm-lext5-benchmarking-modeling-legal/) [Natural Legal Language Processing Workshop](https://md.research.elamur.ai/free/en/venues/nllp/)**Santosh T.Y.S.S, Cornelius Weiss, Matthias Grabmair*2024 · 16 citations*
12. **[VECHR: A Dataset for Explainable and Robust Classification of Vulnerability Type in the European Court of Human Rights ↗](https://aclanthology.org/2023.emnlp-main.718/) Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yet**Shanshan Xu et al.*2023 · 16 citations*
13. **[ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks ↗](https://aclanthology.org/2024.acl-long.166/) Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Santosh T.Y.S.S, Tuan-Quang Vuong, Matthias Grabmair*2024 · 15 citations*
14. **[Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need? ↗](https://aclanthology.org/2024.nllp-1.36/) Proceedings of the Natural Legal Language Processing Workshop 2024 · no summary yet**Santosh 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 ↗](https://aclanthology.org/2024.acl-long.13/) Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Shanshan Xu et al.*2024 · 12 citations*
16. **[Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization ↗](https://aclanthology.org/2024.naacl-long.231/) 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 yet**Santosh T.Y.S.S et al.*2024 · 11 citations*
17. **[LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases ↗](https://aclanthology.org/2025.findings-naacl.89/) Findings of the Association for Computational Linguistics: NAACL 2025 · no summary yet**Santosh T.Y.S.S, Isaac Misael Olguín Nolasco, Matthias Grabmair*2025 · 10 citations*
18. **[Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases ↗](https://aclanthology.org/2024.findings-emnlp.214/) Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yet**Santosh T.Y.S.S et al.*2024 · 9 citations*
19. **[Mind Your Neighbours: Leveraging Analogous Instances for Rhetorical Role Labeling for Legal Documents ↗](https://aclanthology.org/2024.lrec-main.987/) Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yet**Santosh T.Y.S.S. et al.*2024 · 9 citations*
20. **[Joint Span Segmentation and Rhetorical Role Labeling with Data Augmentation for Legal Documents ↗](https://arxiv.org/abs/2302.06448) arXiv:2302.06448 · no summary yet**T.Y.S.S. Santosh, Philipp Bock, Matthias Grabmair*2023 · 8 citations*
21. **[Thinking Longer, Not Always Smarter: Evaluating LLM Capabilities in Hierarchical Legal Reasoning ↗](https://doi.org/10.1145/3788646.3789522) arXiv:2510.08710 · no summary yet**Li Zhang et al.*2025 · 7 citations*
22. **[HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents ↗](https://aclanthology.org/2024.findings-emnlp.433/) Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yet**Santosh T.Y.S.S et al.*2024 · 7 citations*
23. **[Query-driven Relevant Paragraph Extraction from Legal Judgments ↗](https://aclanthology.org/2024.lrec-main.1177/) Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) · no summary yet**Santosh T.Y.S.S., Elvin A. Quero Hernandez, Matthias Grabmair*2024 · 7 citations*
24. **[LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law ↗](https://aclanthology.org/2025.acl-industry.47/) Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) · no summary yet**Santosh 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 ↗](https://aclanthology.org/2024.findings-emnlp.208/) Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yet**Santosh T.Y.S.S et al.*2024 · 5 citations*

[See all 41 works by Matthias Grabmair →](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/works/)

## Co-authors here

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

- [Sebastian Nagl](https://md.research.elamur.ai/free/en/authors/sebastian-nagl/) ×3
- [Santosh T.Y.S.S](https://md.research.elamur.ai/free/en/authors/santosh-t-y-s-s/)

## Venues

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

- Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) ×5
- [Natural Legal Language Processing Workshop](https://md.research.elamur.ai/free/en/venues/nllp/) ×4: [Natural Legal Language Processing Workshop 2024](https://md.research.elamur.ai/free/en/venues/nllp/2024/)
- Findings of the Association for Computational Linguistics: EMNLP 2022 ×4
- Findings of the Association for Computational Linguistics: NAACL 2025 ×3
- Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ×3
- Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing ×2
- Findings of the Association for Computational Linguistics: ACL 2025
- Findings of the Association for Computational Linguistics: EACL 2023
- Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics
- Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue
- Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)
- Proceedings of the Fifth Workshop on Privacy in Natural Language Processing

## Cited by

Papers of our library cite their works 285 times (of the 149,439 papers whose bibliographies we read); [25 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/matthias-grabmair/cited-by/).

Updated 31 October 2026