Evaluating Joinable Column Discovery Approaches for Context-Aware Search

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kokel, Harsha, Khatiwada, Aamod, Pedapati, Tejaswini, Ananthakrishnan, Haritha, Hassanzadeh, Oktie, Samulowitz, Horst, Srinivas, Kavitha
Format:	Preprint
Published:	2025
Subjects:	Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TOPJoin: A Context-Aware Multi-Criteria Approach for Joinable Column Search
by: Kokel, Harsha, et al.
Published: (2025)

TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes
by: Khatiwada, Aamod, et al.
Published: (2024)

Can Cross Encoders Produce Useful Sentence Embeddings?
by: Ananthakrishnan, Haritha, et al.
Published: (2025)

Towards Universal Tabular Embeddings: A Benchmark Across Data Tasks
by: Vogel, Liane, et al.
Published: (2026)

QueryGym: Step-by-Step Interaction with Relational Databases
by: Ananthakrishnan, Haritha, et al.
Published: (2025)

Diverse Unionable Tuple Search: Novelty-Driven Discovery in Data Lakes [Technical Report]
by: Khatiwada, Aamod, et al.
Published: (2025)

Learning and Reusing Policy Decompositions for Hierarchical Generalized Planning with LLM Agents
by: Sohrabi, Shirin, et al.
Published: (2026)

Can AI autonomously build, operate, and use the entire data stack?
by: Agarwal, Arvind, et al.
Published: (2025)

Fuzzy Integration of Data Lake Tables
by: Khatiwada, Aamod, et al.
Published: (2025)

Thought of Search: Planning with Language Models Through The Lens of Efficiency
by: Katz, Michael, et al.
Published: (2024)

QJoin: Transformation-aware Joinable Data Discovery Using Reinforcement Learning
by: Wang, Ning, et al.
Published: (2025)

Joinable Search over Multi-source Spatial Datasets: Overlap, Coverage, and Efficiency
by: Yang, Wenzhe, et al.
Published: (2023)

HyperJoin: LLM-augmented Hypergraph Link Prediction for Joinable Table Discovery
by: Liu, Shiyuan, et al.
Published: (2026)

GXJoin: Generalized Cell Transformations for Explainable Joinability
by: Omidvartehrani, Soroush, et al.
Published: (2025)

WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph Construction
by: Hassanzadeh, Oktie
Published: (2024)

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

Automating Thought of Search: A Journey Towards Soundness and Completeness
by: Cao, Daniel, et al.
Published: (2024)

ACPBench Hard: Unrestrained Reasoning about Action, Change, and Planning
by: Kokel, Harsha, et al.
Published: (2025)

Planning in the LLM Era: Building for Reliability and Efficiency
by: Katz, Michael, et al.
Published: (2026)

ACPBench: Reasoning about Action, Change, and Planning
by: Kokel, Harsha, et al.
Published: (2024)

DP-Bench: A Benchmark for Evaluating Data Product Creation Systems
by: Chowdhury, Faisal, et al.
Published: (2025)

Corra: Correlation-Aware Column Compression
by: Liu, Hanwen, et al.
Published: (2024)

Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations
by: Ding, Zhihao, et al.
Published: (2025)

Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
by: Baek, Jinheon, et al.
Published: (2025)

Snoopy: Effective and Efficient Semantic Join Discovery via Proxy Columns
by: Guo, Yuxiang, et al.
Published: (2025)

Large Language Models as Planning Domain Generators
by: Oswald, James, et al.
Published: (2024)

Column-Oriented Datalog on the GPU
by: Sun, Yihao, et al.
Published: (2025)

Model Space Reasoning as Search in Feedback Space for Planning Domain Generation
by: Oswald, James, et al.
Published: (2026)

Compliance in Databases: A Study of Structural Policies and Query Optimization
by: Pradhan, Ahana, et al.
Published: (2026)

LINEAGEX: A Column Lineage Extraction System for SQL
by: Zhang, Shi Heng, et al.
Published: (2025)

COLE: A Column-based Learned Storage for Blockchain Systems
by: Zhang, Ce, et al.
Published: (2023)

Distribution-Aware Exploration for Adaptive HNSW Search
by: Zhang, Chao, et al.
Published: (2025)

Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index
by: Guo, Yuxiang, et al.
Published: (2025)

COLE$^+$: Towards Practical Column-based Learned Storage for Blockchain Systems
by: Zhang, Ce, et al.
Published: (2026)

Flexible Keyword-Aware Top-$k$ Route Search
by: Yu, Ziqiang, et al.
Published: (2025)

Tursio for Credit Unions: Structured Data Search with Automated Context Graphs
by: Tripathi, Shivani, et al.
Published: (2026)

A Novel Approach to Process Discovery with Enhanced Loop Handling
by: Eldin, Ali Nour, et al.
Published: (2024)

Bullion: A Column Store for Machine Learning
by: Liao, Gang, et al.
Published: (2024)

Frequency-Aware Graph Construction and Search for Dynamic Vector Databases
by: Zhu, Yifan, et al.
Published: (2025)

Statistical Validation of Column Matching in the Database Schema Evolution of the Brazilian Public School Census
by: Yamanaka, Muriki G., et al.
Published: (2024)