@proceedings{trl-ws-2025-1,
    title = "Proceedings of the 4th Table Representation Learning Workshop",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.0/",
    doi = "10.18653/v1/2025.trl-1.0",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{kwack-etal-2025-theme,
    title = "Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on {K}orean Tabular Data",
    author = "Kwack, TaeYoon  and
      Kim, Jisoo  and
      Jung, Ki Yong  and
      Lee, DongGeon  and
      Park, Heesun",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.1/",
    doi = "10.18653/v1/2025.trl-1.1",
    pages = "1--12",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{hoppe-etal-2025-generating,
    title = "Generating Synthetic Relational Tabular Data via Structural Causal Models",
    author = {Hoppe, Frederik  and
      Franz, Astrid  and
      Kleinemeier, Lars  and
      G{\"o}bel, Udo},
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.2/",
    doi = "10.18653/v1/2025.trl-1.2",
    pages = "13--18",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{sun-etal-2025-tables,
    title = "Tables as Thought: Exploring Structured Thoughts in {LLM} Reasoning",
    author = "Sun, Zhenjie  and
      Deng, Naihao  and
      Yu, Haofei  and
      You, Jiaxuan",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.3/",
    doi = "10.18653/v1/2025.trl-1.3",
    pages = "19--33",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{xia-etal-2025-r3,
    title = "$R^3$: ``This is My {SQL}, Are You With Me?'' A Consensus-Based Multi-Agent System for Text-to-{SQL} Tasks",
    author = "Xia, Hanchen  and
      Jiang, Feng  and
      Deng, Naihao  and
      Wang, Cunxiang  and
      Zhao, Guojiang  and
      Mihalcea, Rada  and
      Zhang, Yue",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.4/",
    doi = "10.18653/v1/2025.trl-1.4",
    pages = "34--46",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{nguyen-etal-2025-sqlong,
    title = "{SQL}ong: Enhanced {NL}2{SQL} for Longer Contexts with {LLM}s",
    author = "Nguyen, Dai Quoc  and
      Hoang, Cong Duy Vu  and
      Vu, Duy Quang  and
      Tangari, Gioacchino  and
      Vu, Thanh  and
      Dharmasiri, Don  and
      Li, Yuan-Fang  and
      Duong, Long",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.5/",
    doi = "10.18653/v1/2025.trl-1.5",
    pages = "47--55",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{sundar-etal-2025-itbls,
    title = "i{TBLS}: A Dataset of Interactive Conversations Over Tabular Information",
    author = "Sundar, Anirudh  and
      Richardson, Christopher  and
      Avsian, Adar  and
      Heck, Larry",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.6/",
    doi = "10.18653/v1/2025.trl-1.6",
    pages = "56--70",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{boutaleb-etal-2025-somethings,
    title = "Something{'}s Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks",
    author = "Boutaleb, Allaa  and
      Amann, Bernd  and
      Naacke, Hubert  and
      Angarita, Rafael",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.7/",
    doi = "10.18653/v1/2025.trl-1.7",
    pages = "71--85",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{zhou-etal-2025-ritt,
    title = "{RITT}: A Retrieval-Assisted Framework with Image and Text Table Representations for Table Question Answering",
    author = "Zhou, Wei  and
      Mesgar, Mohsen  and
      Adel, Heike  and
      Friedrich, Annemarie",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.8/",
    doi = "10.18653/v1/2025.trl-1.8",
    pages = "86--97",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{huidrom-belz-2025-ask,
    title = "Ask Me Like {I}{'}m Human: {LLM}-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges",
    author = "Huidrom, Rudali  and
      Belz, Anya",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.9/",
    doi = "10.18653/v1/2025.trl-1.9",
    pages = "98--108",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{borisova-etal-2025-table,
    title = "Table Understanding and (Multimodal) {LLM}s: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data",
    author = {Borisova, Ekaterina  and
      Barth, Fabio  and
      Feldhus, Nils  and
      Abu Ahmad, Raia  and
      Ostendorff, Malte  and
      Ortiz Suarez, Pedro  and
      Rehm, Georg  and
      M{\"o}ller, Sebastian},
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.10/",
    doi = "10.18653/v1/2025.trl-1.10",
    pages = "109--142",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{bohr-etal-2025-perspective,
    title = "Perspective: Leveraging Domain Knowledge for Tabular Machine Learning in the Medical Domain",
    author = "Bohr, Arijana  and
      Altstidl, Thomas  and
      Eskofier, Bjoern  and
      Salin, Emmanuelle",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.11/",
    doi = "10.18653/v1/2025.trl-1.11",
    pages = "143--155",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{kowsher-etal-2025-llm,
    title = "{LLM}-Mixer: Multiscale Mixing in {LLM}s for Time Series Forecasting",
    author = "Kowsher, Md  and
      Sobuj, Md. Shohanur Islam  and
      Prottasha, Nusrat Jahan  and
      Alanis, E. Alejandro  and
      Garibay, Ozlem  and
      Yousefi, Niloofar",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.12/",
    doi = "10.18653/v1/2025.trl-1.12",
    pages = "156--165",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{corallo-etal-2025-tablekv,
    title = "{T}able{KV}: {KV} Cache Compression for In-Context Table Processing",
    author = "Corallo, Giulio  and
      Faure-Rolland, Elia  and
      Lamari, Miriam  and
      Papotti, Paolo",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.13/",
    doi = "10.18653/v1/2025.trl-1.13",
    pages = "166--171",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{malaguti-etal-2025-orqa,
    title = "{O}r{QA} {--} Open Data Retrieval for Question Answering dataset generation",
    author = "Malaguti, Giovanni  and
      Mozzillo, Angelo  and
      Simonini, Giovanni",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.14/",
    doi = "10.18653/v1/2025.trl-1.14",
    pages = "172--181",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{koshil-etal-2025-context,
    title = "In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning",
    author = "Koshil, Mykhailo  and
      Feurer, Matthias  and
      Eggensperger, Katharina",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.15/",
    doi = "10.18653/v1/2025.trl-1.15",
    pages = "182--191",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{li-2025-retrieval,
    title = "Retrieval-Augmented Forecasting with Tabular Time Series Data",
    author = "Li, Zichao",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.16/",
    doi = "10.18653/v1/2025.trl-1.16",
    pages = "192--199",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{mehryar-2025-resolution,
    title = "Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling",
    author = "Mehryar, S",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.17/",
    doi = "10.18653/v1/2025.trl-1.17",
    pages = "200--207",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{liu-etal-2025-embeddings,
    title = "Embeddings for Numerical Features Using tanh Activation",
    author = "Liu, Bingyan  and
      Elkan, Charles  and
      Hirani, Anil N.",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.18/",
    doi = "10.18653/v1/2025.trl-1.18",
    pages = "208--216",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{liang-etal-2025-improving-table,
    title = "Improving Table Retrieval with Question Generation from Partial Tables",
    author = "Liang, Hsing-Ping  and
      Chang, Che-Wei  and
      Fan, Yao-Chung",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.19/",
    doi = "10.18653/v1/2025.trl-1.19",
    pages = "217--228",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{stoisser-etal-2025-sparks,
    title = "Sparks of Tabular Reasoning via {T}ext2{SQL} Reinforcement Learning",
    author = "Stoisser, Josefa Lia  and
      Martell, Marc Boubnovski  and
      Fauqueur, Julien",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.20/",
    doi = "10.18653/v1/2025.trl-1.20",
    pages = "229--240",
    ISBN = "979-8-89176-268-8"
}
@inproceedings{wolff-hulsebos-2025-well,
    title = "How well do {LLM}s reason over tabular data, really?",
    author = "Wolff, Cornelius  and
      Hulsebos, Madelon",
    editor = "Chang, Shuaichen  and
      Hulsebos, Madelon  and
      Liu, Qian  and
      Chen, Wenhu  and
      Sun, Huan",
    booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.trl-1.21/",
    doi = "10.18653/v1/2025.trl-1.21",
    pages = "241--250",
    ISBN = "979-8-89176-268-8"
}