ACL 2025 Workshop TRL Submissions

How well do LLMs reason over tabular data, really?
Cornelius Wolff, Madelon Hulsebos
- Published: 05 Jun 2025, Last Modified: 28 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning
Josefa Lia Stoisser, Marc Boubnovski Martell, Julien Fauqueur
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Improving Table Retrieval with Question Generation from Partial Tables
Hsing-Ping Liang, Che-Wei Chang, Yao-Chung Fan
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Embeddings for Numerical Features Using tanh Activation
Bingyan Liu, Charles Elkan, Anil N. Hirani
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling
S Mehryar
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Retrieval-Augmented Forecasting with Tabular Time Series Data
Zichao Li
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning
Mykhailo Koshil, Matthias Feurer, Katharina Eggensperger
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
OrQA – Open Data Retrieval for Question Answering Dataset Generation
Giovanni Malaguti, Angelo Mozzillo, Giovanni Simonini
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
TableKV: KV Cache Compression for In-Context Table Processing
Giulio Corallo, Elia Faure-Rolland, Miriam Lamari, Paolo Papotti
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting
Md Kowsher, Md. Shohanur Islam Sobuj, Nusrat Jahan Prottasha, E. Alejandro Alanis, Ozlem Garibay, Niloofar Yousefi
- Published: 05 Jun 2025, Last Modified: 03 Jul 2025
- TRL@ACL2025
- Readers: Everyone
Perspective: Leveraging Domain Knowledge for Tabular Machine Learning in the Medical Domain
Arijana Bohr, Thomas Altstidl, Bjoern Eskofier, Emmanuelle Salin
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data
Ekaterina Borisova, Fabio Barth, Nils Feldhus, Raia Abu Ahmad, Malte Ostendorff, Pedro Ortiz Suarez, Georg Rehm, Sebastian Möller
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
BEAVER: An Enterprise Benchmark for Text-to-SQL
Peter Baile Chen, Fabian Wenz, Yi Zhang, Devin Yang, Justin Choi, Nesime Tatbul, Mike Cafarella, Çağatay Demiralp, Michael Stonebraker
- Published: 05 Jun 2025, Last Modified: 01 Jul 2025
- TRL@ACL2025
- Readers: Everyone
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method
Peter Baile Chen, Yi Zhang, Mike Cafarella, Dan Roth
- Published: 05 Jun 2025, Last Modified: 05 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Rethinking Table Instruction Tuning
Naihao Deng, Rada Mihalcea
- Published: 05 Jun 2025, Last Modified: 05 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Ask Me Like I'm Human: LLM-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges
Rudali Huidrom, Anya Belz
- Published: 05 Jun 2025, Last Modified: 01 Jul 2025
- TRL@ACL2025
- Readers: Everyone
RITT: A Retrieval-Assisted Framework with Image and Text Table Representations for Table Question Answering
Wei Zhou, Mohsen Mesgar, Heike Adel, Annemarie Friedrich
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Something's Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks
Allaa Boutaleb, Bernd Amann, Hubert Naacke, Rafael Angarita
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
iTBLS: A Dataset of Interactive Conversations Over Tabular Information
Anirudh Sundar, Christopher Richardson, Larry Heck, Adar Avsian
- Published: 05 Jun 2025, Last Modified: 05 Jan 2026
- TRL@ACL2025
- Readers: Everyone
SQLong: Enhanced NL2SQL for Longer Contexts with LLMs
Dai Quoc Nguyen, Cong Duy Vu Hoang, Duy Quang Vu, Gioacchino Tangari, Thanh Vu, Don Dharmasiri, Yuan-Fang Li, Long Duong
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
$R^3$: "This is My SQL, Are You With Me?" A Consensus-Based Multi-Agent System for Text-to-SQL Tasks
Hanchen Xia, Feng Jiang, Naihao Deng, Cunxiang Wang, Guojiang Zhao, Rada Mihalcea, Yue Zhang
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Tables as Thought: Exploring Structured Thoughts in LLM Reasoning
Zhenjie Sun, Naihao Deng, Haofei Yu, Jiaxuan You
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Generating Synthetic Relational Tabular Data via Structural Causal Models
Frederik Hoppe, Astrid Franz, Lars Kleinemeier, Udo Göbel
- Published: 05 Jun 2025, Last Modified: 30 Jun 2025
- TRL@ACL2025
- Readers: Everyone
Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data
TaeYoon Kwack, Jisoo Kim, Ki Yong Jung, DongGeon Lee, Heesun Park
- Published: 05 Jun 2025, Last Modified: 29 Jun 2025
- TRL@ACL2025
- Readers: Everyone