RelationalCoder: Rethinking Complex Tables via Programmatic Relational Transformation
Haoyu Dong, Yue Hu, Huailiang Peng, Yanan Cao
2025年份
摘要
Semi-structured tables, with their varied layouts and formatting artifacts, remain a major obstacle for automated data processing and analytics. To address these challenges, we propose RELATIONALCODER, which uniformly converts semi-structured tables into relational data, enabling smooth integration with the rich ecosystem of data processing and analytics tools. By leveraging SQL code, RELATIONAL-CODER prevents schema errors and markedly improves normalization quality across multiple relational tables.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了最后一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
它引用的顶会 Paper11
- LoRA: Low-Rank Adaptation of Large Language ModelsEdward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu 等ICLR 2022 · 被引用 18,833 次
- TURL: Table Understanding through Representation LearningXiang Deng, Huan Sun, Alyssa Lees, You Wu 等VLDB 2021 · 被引用 2,406 次
- Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingZilong Wang, Hao Zhang, Chun-Liang Li, Julian Martin Eisenschlos 等ICLR 2024 · 被引用 244 次
- MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual DataYilun Zhao, Yunxiang Li, Chenying Li, Rui ZhangACL 2022 · 被引用 168 次
- ReAcTable: Enhancing ReAct for Table Question AnsweringYunjia Zhang, Jordan Henkel, Avrilia Floratou, Joyce Cahoon 等VLDB 2024 · 被引用 120 次
相关 Paper
- Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using ExamplesPeng Li, Yeye He, Cong Yan, Yue Wang 等VLDB 2023 · 被引用 29 次
- Reasoning and Retrieval for Complex Semi-structured Tables via Reinforced Relational Data TransformationHaoyu Dong, Yue Hu, Yanan CaoSIGIR 2025 · 被引用 2 次
- SQUiD: Synthesizing Relational Databases from Unstructured TextMushtari Sadia, Zhenning Yang, Yunming Xiao, Ang Chen 等EMNLP 2025
- SpreadsheetCoder: Formula Prediction from Semi-structured ContextXinyun Chen, Petros Maniatis, Rishabh Singh, Charles Sutton 等ICML 2021 · 被引用 63 次
- EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language QueriesYuhui Wang, Jinqi Liu, Chengliang Chai, Hangyu Zhao 等VLDB 2026
