📰 Natural Scientific Language Processing (NSLP) @ LREC 2026: all accepted papers

29 papers · the most cited first · ← Natural Scientific Language Processing (NSLP) @ LREC 2026

1. AstroConcepts: A Large-Scale Multi-Label Classification Corpus for Astrophysics ↗Atilla Kaan Alkan, Felix Grezes, Sergi Blanco-Cuaresma et al.
2. Benchmarking LLMs for ARR Area Assignment: Evidence and Implications for Assignment Strategies ↗Eileen Bingert, Diego Alves, Stefania Degaetano-Ortlieb
3. Benchmarking Retrieval-Augmented Generation for Scientific Knowledge QA in European PortugueseJosé Matos, Catarina Silva, Hugo Gonçalo Oliveiraour summary
4. Beyond Abstracts: A Biomedical MeSH Indexing Corpus Incorporating Summarized Methods Sections ↗Sujoy Datta, Robert E. Mercer, Xindi Wang
5. Challenges and Opportunities for NSLP in Scientific Publishing – A Case Study ↗Thomas Kleinbauer, Michael Didas, Michael Wagner
6. ClimateCheck 2026: Scientific Fact-Checking and Disinformation Narrative Classification of Climate-related Claims ↗Raia Abu Ahmad, Max Upravitelev, Aida Usmanova et al.
7. ClimateSense at ClimateCheck 2026 ↗Thibault Ehrhart, Gregoire Burel, Raphael Troncy
8. Comparing LLM-Based Knowledge Graph Extraction Approaches on Literary Studies in Spanish: A Case Study on Orbis Tertius ↗Federico Cortes
9. Demystifying Funding: Reconstructing a Unified Dataset of the UK Funding LifecycleWilliam Thorne, Rupert Shepherd, Diana Maynardour summary
10. Do Lexical and Contextual Coreference Resolution Systems Degrade Differently under Mention Noise? An Empirical Study on Scientific Software MentionsAtilla Kaan Alkan, Felix Grezes, Jennifer Lynn Bartlett et al.our summary
11. Do We Need Bigger Models for Science? Task-Aware Retrieval with Small Language Models ↗Florian Kelber, Matthias Jobst, Yuni Susanti et al.
12. EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Traces ↗Léane Jourdan, Julien Aubert-Béduchaud, Yannis Chupin et al.
13. Enhancing Factuality and Transparency in Generative Models for Biomedical Question Answering ↗Ankita Behura, Siting Liang, Daniel Sonntag
14. Enhancing Scholarly Knowledge Graphs via Domain-Specific Entity Detection and LinkingNicolau Duran-Silva, César A. Parra-Rojas, Pablo Accuosto et al.our summary
15. Evaluating Generative Large Language Models for Portuguese Scientific Information ExtractionTomás Pinto, Catarina Silva, Hugo Goncalo Oliveiraour summary
16. From Slides to Chatbots: Enhancing Large Language Models with University Course Materials ↗Tu Anh Dinh, Philipp Nicolas Schumacher, Jan Niehues
17. Generating Research Data Metadata from Their Accompanying README FilesKotaro Sekido, Yu Watanabe, Koichiro Ito et al.our summary
18. Identifying Implicit Research Data References in Paper CitationsKoshi Motegi, Koichiro Ito, Shigeki Matsubaraour summary
19. Improving Completeness in Deep Research Agents through Targeted Enrichment ↗Jesse Wonnink, Jakub Zavrel, Paul Groth
20. MioFFAn: An Annotation Software for Formula Formalization with LLM Automation CapabilitiesNicolas Sibuet Ruiz, Horacio Saggion, Riccardo Rossiour summary
21. Normalizing Section Names and Structure of Scientific ArticlesNicolau Duran-Silva, Julian Moreno-Schneider, César A. Parra-Rojas et al.our summary
22. Retrieval-Augmented LLMs and Encoder Models for Multi-Label Climate Disinformation Narrative Classification ↗Neda Foroutan, Alexandra Tsiakalou, Vera Schmitt
23. The Linguist's Lie Detector: Linguistic Knowledge in Large Language Models ↗Lucía Catalán Gris, Kim Gerdes, John S. Y. Lee
24. The Software Mention Detection and Coreference Resolution Shared Task 2026 ↗Sharmila Upadhyaya, Wolfgang Otto, Julia Matela et al.
25. Towards Efficient Self-Explainable Climate-Related Claim Verification with Generative Models ↗Siting Liang, Omar Adjali, Daniel Sonntag
26. Transferring Scientific English Pre-Trained Language Models to Multiple Languages Using Cross-Lingual TransferNikolas Ching-Pu Rauscher, Fabio Barth, Georg Rehmour summary
27. Transformer Encoders with Heuristic-Guided Contrastive Learning for Software Coreference Resolution ↗Mahmoud Hassan, Dipendra Yadav
28. UniCite: A Dataset and Unified Hierarchical Taxonomy for Multi-Dimensional Citation AnalysisAmina Mourky, Elena Leitner, Julian Moreno-Schneider et al.our summary
29. XplaiNLP @ ClimateCheck 2026 Task 2: Comparing Hierarchical Approaches for Fine-Grained Climate Disinformation Narrative Classification ↗Arthur Hilbert, Jing Yang, Vera Schmitt

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