Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor 2025-07 Association for Computational Linguistics Vienna, Austria text conference publication 979-8-89176-265-7 sdp-ws-2025-1 10.18653/v1/2025.sdp-1.0 https://aclanthology.org/2025.sdp-1.0/ Overview of the Fifth Workshop on Scholarly Document Processing Tirthankar Ghosal author Philipp Mayr author Anita De Waard author Aakanksha Naik author Amanpreet Singh author Dayne Freitag author Georg Rehm author Sonja Schimmler author Dan Li author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 ghosal-etal-2025-overview 10.18653/v1/2025.sdp-1.1 https://aclanthology.org/2025.sdp-1.1/ 2025-07 1 6 TeXpert: A Multi-Level Benchmark for Evaluating LaTeX Code Generation by LLMs Sahil Kale author Vijaykant Nadadur author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 kale-nadadur-2025-texpert 10.18653/v1/2025.sdp-1.2 https://aclanthology.org/2025.sdp-1.2/ 2025-07 7 16 MathD2: Towards Disambiguation of Mathematical Terms Shufan Jiang author Mary Ann Tan author Harald Sack author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 jiang-etal-2025-mathd2 10.18653/v1/2025.sdp-1.3 https://aclanthology.org/2025.sdp-1.3/ 2025-07 17 30 GraphTranslate: Predicting Clinical Trial Translation using Graph Neural Networks on Biomedical Literature Emily Muller author Justin Boylan-Toomey author Jack Ekinsmyth author Arne Robben author María De La Paz Cardona author Antonia Langfelder author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 muller-etal-2025-graphtranslate 10.18653/v1/2025.sdp-1.4 https://aclanthology.org/2025.sdp-1.4/ 2025-07 31 41 The ClimateCheck Dataset: Mapping Social Media Claims About Climate Change to Corresponding Scholarly Articles Raia Abu Ahmad author Aida Usmanova author Georg Rehm author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 abu-ahmad-etal-2025-climatecheck 10.18653/v1/2025.sdp-1.5 https://aclanthology.org/2025.sdp-1.5/ 2025-07 42 56 Analyzing the Evolution of Scientific Misconduct Based on the Language of Retracted Papers Christof Bless author Andreas Waldis author Angelina Parfenova author Maria A. Rodriguez author Andreas Marfurt author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 bless-etal-2025-analyzing 10.18653/v1/2025.sdp-1.6 https://aclanthology.org/2025.sdp-1.6/ 2025-07 57 71 Collage: Decomposable Rapid Prototyping for Co-Designed Information Extraction on Scientific PDFs Sireesh Gururaja author Yueheng Zhang author Guannan Tang author Tianhao Zhang author Kevin Murphy author Yu-Tsen Yi author Junwon Seo author Anthony Rollett author Emma Strubell author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 gururaja-etal-2025-collage 10.18653/v1/2025.sdp-1.7 https://aclanthology.org/2025.sdp-1.7/ 2025-07 72 82 Literature discovery with natural language queries Anna Kiepura author Jessica Lam author Nianlong Gu author Richard Hahnloser author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 kiepura-etal-2025-literature 10.18653/v1/2025.sdp-1.8 https://aclanthology.org/2025.sdp-1.8/ 2025-07 83 95 Literature-Grounded Novelty Assessment of Scientific Ideas Simra Shahid author Marissa Radensky author Raymond Fok author Pao Siangliulue author Daniel S Weld author Tom Hope author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 shahid-etal-2025-literature 10.18653/v1/2025.sdp-1.9 https://aclanthology.org/2025.sdp-1.9/ 2025-07 96 113 Data Gatherer: LLM-Powered Dataset Reference Extraction from Scientific Literature Pietro Marini author Aécio Santos author Nicole Contaxis author Juliana Freire author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 marini-etal-2025-data 10.18653/v1/2025.sdp-1.10 https://aclanthology.org/2025.sdp-1.10/ 2025-07 114 123 Predicting The Scholarly Impact of Research Papers Using Retrieval-Augmented LLMs Tamjid Azad author Ibrahim Al Azher author Sagnik Ray Choudhury author Hamed Alhoori author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 azad-etal-2025-predicting 10.18653/v1/2025.sdp-1.11 https://aclanthology.org/2025.sdp-1.11/ 2025-07 124 131 Document Attribution: Examining Citation Relationships using Large Language Models Vipula Rawte author Ryan A Rossi author Franck Dernoncourt author Nedim Lipka author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 rawte-etal-2025-document 10.18653/v1/2025.sdp-1.12 https://aclanthology.org/2025.sdp-1.12/ 2025-07 132 136 SOMD2025: A Challenging Shared Tasks for Software Related Information Extraction Sharmila Upadhyaya author Wolfgang Otto author Frank Krüger author Stefan Dietze author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 upadhyaya-etal-2025-somd2025 10.18653/v1/2025.sdp-1.13 https://aclanthology.org/2025.sdp-1.13/ 2025-07 137 145 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction Stasa Mandic author Georg Niess author Roman Kern author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 mandic-etal-2025-distribution 10.18653/v1/2025.sdp-1.14 https://aclanthology.org/2025.sdp-1.14/ 2025-07 146 153 SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts Vaghawan Ojha author Projan Shakya author Kristina Ghimire author Kashish Bataju author Ashwini Mandal author Sadikshya Gyawali author Manish Dahal author Manish Awale author Shital Adhikari author Sanjay Rijal author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 ojha-etal-2025-somd 10.18653/v1/2025.sdp-1.15 https://aclanthology.org/2025.sdp-1.15/ 2025-07 154 163 Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection Gabriel Silva author Mário Rodriges author António Teixeira author Marlene Amorim author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 silva-etal-2025-inductive 10.18653/v1/2025.sdp-1.16 https://aclanthology.org/2025.sdp-1.16/ 2025-07 164 172 Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 Pranshu Rastogi author Rajneesh Tiwari author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 rastogi-tiwari-2025-extracting 10.18653/v1/2025.sdp-1.17 https://aclanthology.org/2025.sdp-1.17/ 2025-07 173 181 SciVQA 2025: Overview of the First Scientific Visual Question Answering Shared Task Ekaterina Borisova author Nikolas Rauscher author Georg Rehm author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 borisova-etal-2025-scivqa 10.18653/v1/2025.sdp-1.18 https://aclanthology.org/2025.sdp-1.18/ 2025-07 182 210 Visual Question Answering on Scientific Charts Using Fine-Tuned Vision-Language Models Florian Schleid author Jan Strich author Chris Biemann author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 schleid-etal-2025-visual 10.18653/v1/2025.sdp-1.19 https://aclanthology.org/2025.sdp-1.19/ 2025-07 211 220 ExpertNeurons at SciVQA-2025: Retrieval Augmented VQA with Vision Language Model (RAVQA-VLM) Nagaraj N Bhat author Joydeb Mondal author Srijon Sarkar author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 bhat-etal-2025-expertneurons 10.18653/v1/2025.sdp-1.20 https://aclanthology.org/2025.sdp-1.20/ 2025-07 221 229 Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models Christian Jaumann author Annemarie Friedrich author Rainer Lienhart author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 jaumann-etal-2025-coling 10.18653/v1/2025.sdp-1.21 https://aclanthology.org/2025.sdp-1.21/ 2025-07 230 239 Instruction-tuned QwenChart for Chart Question Answering Viviana Ventura author Lukas Amadeus Kleybolte author Alessandra Zarcone author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 ventura-etal-2025-instruction 10.18653/v1/2025.sdp-1.22 https://aclanthology.org/2025.sdp-1.22/ 2025-07 240 251 Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Prahitha Movva author Naga Harshita Marupaka author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 movva-marupaka-2025-enhancing 10.18653/v1/2025.sdp-1.23 https://aclanthology.org/2025.sdp-1.23/ 2025-07 252 262 The ClimateCheck Shared Task: Scientific Fact-Checking of Social Media Claims about Climate Change Raia Abu Ahmad author Aida Usmanova author Georg Rehm author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 abu-ahmad-etal-2025-climatecheck-shared 10.18653/v1/2025.sdp-1.24 https://aclanthology.org/2025.sdp-1.24/ 2025-07 263 275 Winning ClimateCheck: A Multi-Stage System with BM25, BGE-Reranker Ensembles, and LLM-based Analysis for Scientific Abstract Retrieval Junjun Wang author Kunlong Chen author Zhaoqun Chen author Peng He author Wenlu Zheng author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 wang-etal-2025-winning 10.18653/v1/2025.sdp-1.25 https://aclanthology.org/2025.sdp-1.25/ 2025-07 276 280 Comparing LLMs and BERT-based Classifiers for Resource-Sensitive Claim Verification in Social Media Max Upravitelev author Nicolau Duran-Silva author Christian Woerle author Giuseppe Guarino author Salar Mohtaj author Jing Yang author Veronika Solopova author Vera Schmitt author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 upravitelev-etal-2025-comparing 10.18653/v1/2025.sdp-1.26 https://aclanthology.org/2025.sdp-1.26/ 2025-07 281 287 AlexUNLP-FMT at ClimateCheck Shared Task: Hybrid Retrieval with Adaptive Similarity Graph-based Reranking for Climate-related Social Media Claims Fact Checking Mahmoud Fathallah author Nagwa El-Makky author Marwan Torki author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 fathallah-etal-2025-alexunlp 10.18653/v1/2025.sdp-1.27 https://aclanthology.org/2025.sdp-1.27/ 2025-07 288 292 ClimateCheck2025: Multi-Stage Retrieval Meets LLMs for Automated Scientfic Fact-Checking Anna Kiepura author Jessica Lam author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 kiepura-lam-2025-climatecheck2025 10.18653/v1/2025.sdp-1.28 https://aclanthology.org/2025.sdp-1.28/ 2025-07 293 306 Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content Dan Li author Bogdan Palfi author Colin Zhang author Jaiganesh Subramanian author Adrian Raudaschl author Yoshiko Kakita author Anita De Waard author Zubair Afzal author Georgios Tsatsaronis author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 li-etal-2025-overview-scihal25 10.18653/v1/2025.sdp-1.29 https://aclanthology.org/2025.sdp-1.29/ 2025-07 307 315 Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification Yupeng Cao author Chun-Nam Yu author K.p. Subbalakshmi author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 cao-etal-2025-detecting 10.18653/v1/2025.sdp-1.30 https://aclanthology.org/2025.sdp-1.30/ 2025-07 316 327 A.M.P at SciHal2025: Automated Hallucination Detection in Scientific Content via LLMs and Prompt Engineering Le Nguyen Anh Khoa author Thìn Đặng Văn author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 khoa-van-2025-p 10.18653/v1/2025.sdp-1.31 https://aclanthology.org/2025.sdp-1.31/ 2025-07 328 335 SciBERT Meets Contrastive Learning: A Solution for Scientific Hallucination Detection Crivoi Carla author Ana Sabina Uban author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 carla-uban-2025-scibert 10.18653/v1/2025.sdp-1.32 https://aclanthology.org/2025.sdp-1.32/ 2025-07 336 343 Natural Language Inference Fine-tuning for Scientific Hallucination Detection Tim Schopf author Juraj Vladika author Michael Färber author Florian Matthes author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 schopf-etal-2025-natural 10.18653/v1/2025.sdp-1.33 https://aclanthology.org/2025.sdp-1.33/ 2025-07 344 352 From RAG to Reality: Coarse-Grained Hallucination Detection via NLI Fine-Tuning Daria Galimzianova author Aleksandr Boriskin author Grigory Arshinov author 2025-07 text Proceedings of the Fifth Workshop on Scholarly Document Processing (SDP 2025) Tirthankar Ghosal editor Philipp Mayr editor Amanpreet Singh editor Aakanksha Naik editor Georg Rehm editor Dayne Freitag editor Dan Li editor Sonja Schimmler editor Anita De Waard editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-265-7 galimzianova-etal-2025-rag 10.18653/v1/2025.sdp-1.34 https://aclanthology.org/2025.sdp-1.34/ 2025-07 353 359