| 2025 | ACL | GenDLN: Evolutionary Algorithm-Based Stacked LLM Framework for Joint Prompt Optimization. | Pia Chouayfati, Niklas Herbster, bel Domonkos Sfrn, Matthias Grabmair |
| 2025 | ACL | LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law. | T. Y. S. S. Santosh, Mahmoud Aly, Oana Ichim, Matthias Grabmair |
| 2025 | ACL | AQuAECHR: Attributed Question Answering for European Court of Human Rights. | Korbinian Q. Weidinger, T. Y. S. S. Santosh, Oana Ichim, Matthias Grabmair |
| 2025 | COLING | QABISAR: Query-Article Bipartite Interactions for Statutory Article Retrieval. | T. Y. S. S. Santosh, Hassan Sarwat, Matthias Grabmair |
| 2025 | ICAIL | Generating Legal Commentaries from Case Databases via Retrieval, Clustering, and Generation. | Max Prior, Niklas Wais, Matthias Grabmair |
| 2025 | ICAIL | Learning from Computer Vision: The Effects of Loss Functions on Legal Text Classification with Class Imbalance. | Niklas Wais, Matthias Grabmair |
| 2025 | NAACL | CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization. | T. Y. S. S. Santosh, Youssef Farag, Matthias Grabmair |
| 2025 | NAACL | RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity. | T. Y. S. S. Santosh, Chen Jia, Patrick Goroncy, Matthias Grabmair |
| 2025 | NAACL | LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases. | T. Y. S. S. Santosh, Isaac Misael Olgun Nolasco, Matthias Grabmair |
| 2024 | ACL | ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks. | T. Y. S. S. Santosh, Tuan-Quang Vuong, Matthias Grabmair |
| 2024 | ACL | Through the Lens of Split Vote: Exploring Disagreement, Difficulty and Calibration in Legal Case Outcome Classification. | Shanshan Xu, T. Y. S. S. Santosh, Oana Ichim, Barbara Plank, Matthias Grabmair |
| 2024 | COLING | LexAbSumm: Aspect-based Summarization of Legal Decisions. | T. Y. S. S. Santosh, Mahmoud Aly, Matthias Grabmair |
| 2024 | COLING | Towards Explainability and Fairness in Swiss Judgement Prediction: Benchmarking on a Multilingual Dataset. | T. Y. S. S. Santosh, Nina Baumgartner, Matthias Strmer, Matthias Grabmair, Joel Niklaus |
| 2024 | COLING | ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rights. | T. Y. S. S. Santosh, Rashid Haddad, Matthias Grabmair |
| 2024 | COLING | Query-driven Relevant Paragraph Extraction from Legal Judgments. | T. Y. S. S. Santosh, Elvin Quero Hernandez, Matthias Grabmair |
| 2024 | COLING | Mind Your Neighbours: Leveraging Analogous Instances for Rhetorical Role Labeling for Legal Documents. | T. Y. S. S. Santosh, Hassan Sarwat, Ahmed Mohamed Abdelaal Abdou, Matthias Grabmair |
| 2024 | COLING | CuSINeS: Curriculum-driven Structure Induced Negative Sampling for Statutory Article Retrieval. | T. Y. S. S. Santosh, Kristina Kaiser, Matthias Grabmair |
| 2024 | EMNLP | The Craft of Selective Prediction: Towards Reliable Case Outcome Classification - An Empirical Study on European Court of Human Rights Cases. | T. Y. S. S. Santosh, Irtiza Chowdhury, Shanshan Xu, Matthias Grabmair |
| 2024 | EMNLP | Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases. | T. Y. S. S. Santosh, Mohamed Hesham Elganayni, Stanislaw Sjka, Matthias Grabmair |
| 2024 | EMNLP | HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents. | T. Y. S. S. Santosh, Apolline Isaia, Shiyu Hong, Matthias Grabmair |
| 2024 | NAACL | Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization. | T. Y. S. S. Santosh, Vatsal Venkatkrishna, Saptarshi Ghosh, Matthias Grabmair |
| 2023 | EACL | Leveraging Task Dependency and Contrastive Learning for Case Outcome Classification on European Court of Human Rights Cases. | T. Y. S. S. Santosh, Marcel Perez San Blas, Phillip Kemper, Matthias Grabmair |
| 2023 | EACL | Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases. | T. Y. S. S. Santosh, Oana Ichim, Matthias Grabmair |
| 2023 | ECIR | Joint Span Segmentation and Rhetorical Role Labeling with Data Augmentation for Legal Documents. | T. Y. S. S. Santosh, Philipp Bock, Matthias Grabmair |
| 2023 | EMNLP | From Dissonance to Insights: Dissecting Disagreements in Rationale Construction for Case Outcome Classification. | Shanshan Xu, T. Y. S. S. Santosh, Oana Ichim, Isabella Risini, Barbara Plank, Matthias Grabmair |
| 2023 | EMNLP | VECHR: A Dataset for Explainable and Robust Classification of Vulnerability Type in the European Court of Human Rights. | Shanshan Xu, Leon Staufer, T. Y. S. S. Santosh, Oana Ichim, Corina Heri, Matthias Grabmair |
| 2022 | EMNLP | Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance. | Abhishek Agarwal, Shanshan Xu, Matthias Grabmair |
| 2022 | EMNLP | Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts. | Tokala Yaswanth Sri Sai Santosh, Shanshan Xu, Oana Ichim, Matthias Grabmair |
| 2021 | ICAIL | Context-aware legal citation recommendation using deep learning. | Zihan Huang, Charles Low, Mengqiu Teng, Hongyi Zhang, Daniel E. Ho, Mark S. Krass, Matthias Grabmair |
| 2021 | ICAIL | Lex Rosetta: transfer of predictive models across languages, jurisdictions, and legal domains. | Jaromr Savelka, Hannes Westermann, Karim Benyekhlef, Charlotte S. Alexander, Jayla C. Grant, David Restrepo Amariles, Rajaa El Hamdani, Sbastien Mees, Aurore Clment Troussel, Michal Araszkiewicz, Kevin D. Ashley, Alexandra Ashley, Karl Branting, Mattia Falduti, Matthias Grabmair, Jakub Harasta, Tereza Novotn, Elizabeth Tippett, Shiwanni Johnson |
| 2019 | ICAIL | Segmentation of Rulemaking Documentsfor Public Notice-and-Comment Process Analysis. | Anna Belova, Matthias Grabmair, Eric Nyberg |
| 2019 | ICAIL | Automatic Summarization of Legal Decisions using Iterative Masking of Predictive Sentences. | Linwu Zhong, Ziyi Zhong, Zinian Zhao, Siyuan Wang, Kevin D. Ashley, Matthias Grabmair |
| 2019 | SIGMOD | Question answering via web extracted tables. | Bhavya Karki, Fan Hu, Nithin Haridas, Suhail Barot, Zihua Liu, Lucile Callebert, Matthias Grabmair, Anthony Tomasic |
| 2017 | ICAIL | Predicting trade secret case outcomes using argument schemes and learned quantitative value effect tradeoffs. | Matthias Grabmair |
| 2017 | SIGdial | How Would You Say It? Eliciting Lexically Diverse Dialogue for Supervised Semantic Parsing. | Abhilasha Ravichander, Thomas Manzini, Matthias Grabmair, Graham Neubig, Jonathan Francis, Eric Nyberg |
| 2016 | JURIX | Document Ranking with Citation Information and Oversampling Sentence Classification in the LUIMA Framework. | Apoorva Bansal, Zheyuan Bu, Biswajeet Mishra, Silun Wang, Kevin D. Ashley, Matthias Grabmair |
| 2015 | ICAIL | Introducing LUIMA: an experiment in legal conceptual retrieval of vaccine injury decisions using a UIMA type system and tools. | Matthias Grabmair, Kevin D. Ashley, Ran Chen, Preethi Sureshkumar, Chen Wang, Eric Nyberg, Vern R. Walker |
| 2014 | JURIX | Mining Information from Statutory Texts in Multi-Jurisdictional Settings. | Jaromr Savelka, Matthias Grabmair, Kevin D. Ashley |
| 2013 | ICAIL | Using event progression to enhance purposive argumentation in the value judgment formalism. | Matthias Grabmair, Kevin D. Ashley |
| 2011 | ICAIL | Facilitating case comparison using value judgments and intermediate legal concepts. | Matthias Grabmair, Kevin D. Ashley |
| 2011 | JURIX | Toward Extracting Information from Public Health Statutes using Text Classification Machine Learning. | Matthias Grabmair, Kevin D. Ashley, Rebecca Hwa, Patricia M. Sweeney |
| 2010 | COMMA | Probabilistic Semantics for the Carneades Argument Model Using Bayesian Networks. | Matthias Grabmair, Thomas F. Gordon, Douglas Walton |
| 2010 | JURIX | Argumentation with Value Judgments - An Example of Hypothetical Reasoning. | Matthias Grabmair, Kevin D. Ashley |
| 2009 | ICAIL | Using critical questions to disambiguate and formalize statutory provisions. | Matthias Grabmair, Kevin D. Ashley |
| 2005 | JURIX | Towards Modeling Systematic Interpretation of Codified Law. | Matthias Grabmair, Kevin D. Ashley |