TabJoinBench: A Benchmark for Joinable Table Discovery

arXiv:2610.00817 · cs.DB, cs.AI, cs.CL, cs.IR · Submitted 2026-09-30 · Read on arXiv

cs.DB, cs.AI, cs.CL, cs.IR

Submitted: 2026-09-30

Updated: 2026-09-30

Terminology

• Benchmark — 49× in this paper · explained in 2 episodes
• Embeddings — 8× in this paper · explained in 2 episodes
• Verification — 5× in this paper · explained in 2 episodes
• International Conference on Data Engineering — 2× in this paper
• Representation Learning — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Text-to-SQL — 2× in this paper · explained in 3 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Annotator Agreement — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Feature Engineering — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Steering — 1× in this paper · explained in 2 episodes

Sources

• WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses
• EmbeddingGemma: Powerful and Lightweight Text Representations
• LakeBench: Benchmarks for Data Discovery over Data Lakes
• Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Related papers

• Vibe Coding on Trial: Operating Characteristics of Unanimous LLM Juries
• Human-Level Text-to-SQL via Reinforcement Learning on Verified Data, Without Pipeline Engineering
• Bridging Business Intent and Data: A Benchmark for Automatic Relational Data Product Generation
• DexterSQL: Deep Schema Exploration and Rule-based Correction for Text-to-SQL Generation
• MaDI-Bench: An End-to-End Data Integration Benchmark
• Eigenius: A Typed Knowledge-Graph DBMS with Epistemic Stratification and Institution-Mediated Reasoning