Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor 2026-11 Association for Computational Linguistics Hengqin, Zhuhai, China text conference publication 979-8-89176-456-9 wasp-2026-1 https://aclanthology.org/2026.wasp-1.0/ Overview of the Fourth Workshop on Artificial Intelligence for Scientific Publications (WASP 2026) Atilla Kaan Alkan author Felix Grezes author Kelly Lockhart author Alberto Accomazzi author Tirthankar Ghosal author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 alkan-etal-2026-overview https://aclanthology.org/2026.wasp-1.1/ 2026-11 1 9 AstroCLIMB: Astronomy Citation Linking from Illustrations - a Multimodal Benchmark and Overview of the WASP 2026 Shared Task Felix Grezes author Atilla Kaan Alkan author Kelly Lockhart author Alberto Accomazzi author Ethan Seefried author Tirthankar Ghosal author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 grezes-etal-2026-astroclimb https://aclanthology.org/2026.wasp-1.2/ 2026-11 10 16 From Astronomical Circulars to Auditable Follow-up Records: Schema-Constrained LLM Extraction with Human Verification Fabian Schüssler author Sofia Bisero author M Cellier author J Cinosi author A Ciric author Bernardo Cornejo author Ilja Jaroschewski author Atilla Kaan Alkan author R Weizmann Kiendrebeogo author A Saint-Paul author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 schussler-etal-2026-astronomical https://aclanthology.org/2026.wasp-1.3/ 2026-11 17 22 ACL-Verbatim: hallucination-free question answering for research Gábor Recski author Szilveszter Tóth author Nadia Verdha author István Boros author Ádám Kovács author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 recski-etal-2026-acl https://aclanthology.org/2026.wasp-1.4/ 2026-11 23 33 Auditable Multi-View Hosted Multimodal Judging for AstroCLIMB Kewen Zhu author Junyuan Tan author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 zhu-tan-2026-auditable https://aclanthology.org/2026.wasp-1.5/ 2026-11 34 37 Can Generative AI Automate Data Extraction for Meta-Analysis? A Case Study on Intercropping Research Zehao Lu author Xingguo Xiong author Wopke van der Werf author Thijs L van der Plas author Ioannis N Athanasiadis author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 lu-etal-2026-generative https://aclanthology.org/2026.wasp-1.6/ 2026-11 38 51 HCMUS_Beyonders at AstroCLIMB: Same Paper or Citing Paper? Linking Astronomy Figures with OCR, Citation Graphs, and LLMs My-Linh Bang author Phu-Quy Nguyen-Lam author Duy-Minh Dao-Sy author Trung-Kiet Huynh author Phu-Hoa Pham author Chi-Nguyen Tran author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 bang-etal-2026-hcmus https://aclanthology.org/2026.wasp-1.7/ 2026-11 52 60 Local Citation Recommendation Without Graph Signals Benjamin Basseri author Pavlos Protopapas author Kemeng Zhang author Alberto Accomazzi author Stephanie Jarmak author Anna Kelbert author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 basseri-etal-2026-local https://aclanthology.org/2026.wasp-1.8/ 2026-11 61 76 CARDS: Citation-Aware Research Diffusion Summarization Autumn Toney-Wails author Katherine N Quinn author Steph Batalis author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 toney-wails-etal-2026-cards https://aclanthology.org/2026.wasp-1.9/ 2026-11 77 90 Bridging the Data Bottleneck: A Multi-Modal Generative Extraction Pipeline for Legacy Scientific Literature Gaurav Kumar author Anasse Bari author David J Nagel author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 kumar-etal-2026-bridging https://aclanthology.org/2026.wasp-1.10/ 2026-11 91 98 GRAIL: Compact Multimodal Similarities for Astronomy Citation Linking Egor Fedosov author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 fedosov-2026-grail https://aclanthology.org/2026.wasp-1.11/ 2026-11 99 103 Parameter-Efficient Adaptation of Qwen3-VL for Astronomy Citation Linking at AstroCLIMB 2026 Syed Mohaiminul Hoque author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 hoque-2026-parameter https://aclanthology.org/2026.wasp-1.12/ 2026-11 104 111 Modality-Conditioned Ensembles and Zero-Shot Cross-Encoder Reranking for Relation Classification Between Astronomy-Paper Objects M Tahsan Zahid author Most. Atkia Farzana author Tonmoy Sarker Sourav author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 zahid-etal-2026-modality https://aclanthology.org/2026.wasp-1.13/ 2026-11 112 121 Fusing Sentence-Level and Document-Level Representations for Keyphrase Extraction Marko Pranjić author Kristijan Armeni author Senja Pollak author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 pranjic-etal-2026-fusing https://aclanthology.org/2026.wasp-1.14/ 2026-11 122 132 Beyond Fluency: A Framework for Analyzing Epistemic and Argumentative Shifts in AI-Assisted Scientific Text Reformulation Laura Centonze author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 centonze-2026-beyond https://aclanthology.org/2026.wasp-1.15/ 2026-11 133 141 TRACS: Telescope Reference Astronomy Categorization Dataset and Shared Task Felix Grezes author Kelly Lockhart author Alberto Accomazzi author Jennifer Lynn Bartlett author Ethan Seefried author Anjali Pandiri author Tirthankar Ghosal author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 grezes-etal-2026-tracs https://aclanthology.org/2026.wasp-1.16/ 2026-11 142 153 Public Scientific-Figure Adaptation for AstroCLIMB with a 4B Vision–Language Model Irving Ernesto Quezada Ramírez author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 ramirez-2026-public https://aclanthology.org/2026.wasp-1.17/ 2026-11 154 165 Accelerating Literature Data Extraction using AI at the IPAC Archives Nicholas Susemiehl author Nima Chartab author Meca Lynn author Ricky Nilsson author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 susemiehl-etal-2026-accelerating https://aclanthology.org/2026.wasp-1.18/ 2026-11 166 173 Extracting Published Discussions of 13,616 Galaxies with Language Models Nolan Koblischke author Jo Bovy author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 koblischke-bovy-2026-extracting https://aclanthology.org/2026.wasp-1.19/ 2026-11 174 179 Star Light, Star Bright: Can Multimodal Models Parse an Astronomy Visual Question Answering Dataset Right? J P Naiman author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 naiman-2026-star https://aclanthology.org/2026.wasp-1.20/ 2026-11 180 191 PSGS@2026: From Figures to Citation Graphs: QLoRA Based Multimodal Linking for AstroCLIMB Prajwal Ghimire author Shiv Ram Saud author Aashish Mahato author Sundeep Dawadi author Ramesh Saud author Sunil Regmi author Manoj Shakya author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 ghimire-etal-2026-psgs https://aclanthology.org/2026.wasp-1.21/ 2026-11 192 198 Towards Verifiable Answers: Reinforcement Learning with a Verifier Reduces Hallucinated References in Literature-Based Question Answering Rushank Goyal author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 goyal-2026-towards https://aclanthology.org/2026.wasp-1.22/ 2026-11 199 209 Beyond Visual Similarity: Parameter-Efficient Vision–Language Models for Scientific Citation Linking on AstroCLIMB Ashmani Kumar author Shubham Sharma author K S Ramalakshmi author Ankush Chopra author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 kumar-etal-2026-beyond https://aclanthology.org/2026.wasp-1.23/ 2026-11 210 215 Multimodal Feature Integration for Pairwise Relationship Classification in Astronomy Literatures Raj Mahesh Mane author Ananya Kalia author Aashna Shetty author Rutal Mahajan author Preksha Pareek author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 mane-etal-2026-multimodal https://aclanthology.org/2026.wasp-1.24/ 2026-11 216 223 Scientific Table Generation: Structured Information Extraction from Scientific Literature Necva Bölücü author Huichen Yang author Roelien C Timmer author Stephen Wan author Brian Jin author Changhyun Lee author Andreas Duenser author Jessica Irons author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 bolucu-etal-2026-scientific https://aclanthology.org/2026.wasp-1.25/ 2026-11 224 246 Recovering Method Parameters from Protocol Prose: Task Definition, Audited Extraction, and the Comparability It Licenses Fabio Rovai author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 rovai-2026-recovering https://aclanthology.org/2026.wasp-1.26/ 2026-11 247 261 Modality-Specific and Relation-Aware Modeling for Scientific Figure Linking Bodhisatta Maiti author Debshree Chowdhury author 2026-11 text Proceedings of the 4th Workshop on Artificial Intelligence for Scientific Publications Alberto Accomazzi editor Tirthankar Ghosal editor Felix Grezes editor Kelly Lockhart editor Atilla Kaan Alkan editor Association for Computational Linguistics Hengqin, Zhuhai, China conference publication 979-8-89176-456-9 maiti-chowdhury-2026-modality https://aclanthology.org/2026.wasp-1.27/ 2026-11 262 271