Something's Fishy In The Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Boutaleb, Allaa, Amann, Bernd, Naacke, Hubert, Angarita, Rafael
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence Computation and Language Databases Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exploring Multi-Table Retrieval Through Iterative Search
by: Boutaleb, Allaa, et al.
Published: (2025)

BERTrend: Neural Topic Modeling for Emerging Trends Detection
by: Boutaleb, Allaa, et al.
Published: (2024)

TISIS : Trajectory Indexing for SImilarity Search
by: Jarrad, Sara, et al.
Published: (2024)

TARGET: Benchmarking Table Retrieval for Generative Tasks
by: Ji, Xingyu, et al.
Published: (2025)

StructText: A Synthetic Table-to-Text Approach for Benchmark Generation with Multi-Dimensional Evaluation
by: Kashyap, Satyananda, et al.
Published: (2025)

Fine-Grained Table Retrieval Through the Lens of Complex Queries
by: Kosiuk, Wojciech, et al.
Published: (2026)

Taxonomy Inference for Tabular Data Using Large Language Models
by: Wu, Zhenyu, et al.
Published: (2025)

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries
by: Hu, Chuxuan, et al.
Published: (2025)

NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization
by: Nahid, Md Mahadi Hasan, et al.
Published: (2024)

RUST-BENCH: Benchmarking LLM Reasoning on Unstructured Text within Structured Tables
by: Abhyankar, Nikhil, et al.
Published: (2025)

HCT-QA: A Benchmark for Question Answering on Human-Centric Tables
by: Ahmad, Mohammad S., et al.
Published: (2025)

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems
by: Pham, Hoang, et al.
Published: (2025)

GaussMaster: An LLM-based Database Copilot System
by: Zhou, Wei, et al.
Published: (2025)

SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in Decoding
by: Lee, Jaebok, et al.
Published: (2024)

Text-to-SQL Task-oriented Dialogue Ontology Construction
by: Vukovic, Renato, et al.
Published: (2025)

Assessing SPARQL capabilities of Large Language Models
by: Meyer, Lars-Peter, et al.
Published: (2024)

SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge Graph
by: Rangel, Julio C., et al.
Published: (2024)

Capturing Legal Reasoning Paths from Facts to Law in Court Judgments using Knowledge Graphs
by: Kondo, Ryoma, et al.
Published: (2025)

LR-SQL: A Supervised Fine-Tuning Method for Text2SQL Tasks under Low-Resource Scenarios
by: Wuzhenghong, Wen, et al.
Published: (2024)

KeyInst: Keyword Instruction for Improving SQL Formulation in Text-to-SQL
by: Liu, Xiping, et al.
Published: (2024)

KU-DMIS at EHRSQL 2024:Generating SQL query via question templatization in EHR
by: Kim, Hajung, et al.
Published: (2024)

Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation
by: Pham, Hoang, et al.
Published: (2025)

Text-to-SQL Oriented to the Process Mining Domain: A PT-EN Dataset for Query Translation
by: Yamate, Bruno Yui, et al.
Published: (2025)

EHR-SeqSQL : A Sequential Text-to-SQL Dataset For Interactively Exploring Electronic Health Records
by: Ryu, Jaehee, et al.
Published: (2024)

Reliable Answers for Recurring Questions: Boosting Text-to-SQL Accuracy with Template Constrained Decoding
by: Jivani, Smit, et al.
Published: (2026)

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
by: Zhou, Wei, et al.
Published: (2025)

Multilingual Text-to-SQL: Benchmarking the Limits of Language Models with Collaborative Language Agents
by: Pham, Khanh Trinh, et al.
Published: (2025)

Pairwise Judgment Formulation for Semantic Embedding Model in Web Search
by: Hong, Mengze, et al.
Published: (2024)

Health System Scale Semantic Search Across Unstructured Clinical Notes
by: Mutinda, Faith Wavinya, et al.
Published: (2026)

AutoPK: Leveraging LLMs and a Hybrid Similarity Metric for Advanced Retrieval of Pharmacokinetic Data from Complex Tables and Documents
by: Sholehrasa, Hossein, et al.
Published: (2025)

GRAM: Generative Retrieval Augmented Matching of Data Schemas in the Context of Data Security
by: Liu, Xuanqing, et al.
Published: (2024)

ModelTables: A Corpus of Tables about Models
by: Dong, Zhengyuan, et al.
Published: (2025)

RAE: A Neural Network Dimensionality Reduction Method for Nearest Neighbors Preservation in Vector Search
by: Zhang, Han, et al.
Published: (2025)

RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search
by: Chen, Meng, et al.
Published: (2024)

An In-Depth Study of Filter-Agnostic Vector Search on a PostgreSQL Database System: [Experiments and Analysis]
by: Lu, Duo, et al.
Published: (2026)

Transforming Agriculture with Intelligent Data Management and Insights
by: Pan, Yu, et al.
Published: (2023)

ST-Raptor: LLM-Powered Semi-Structured Table Question Answering
by: Tang, Zirui, et al.
Published: (2025)

GraphSeek: Next-Generation Graph Analytics with LLMs
by: Besta, Maciej, et al.
Published: (2026)

CubeGraph: Efficient Retrieval-Augmented Generation for Spatial and Temporal Data
by: Yang, Mingyu, et al.
Published: (2026)

NEXT-EVAL: Next Evaluation of Traditional and LLM Web Data Record Extraction
by: Kim, Soyeon, et al.
Published: (2025)