OpenForge: Probabilistic Metadata Integration

Summary: Two-stage prior–posterior framework for metadata-concept alignment: fine-tuned LLMs and ensemble scorers produce priors over candidate relationships. A Markov Random Field refines them by maximizing joint assignment probability and encoding constraints (e.g., transitivity), achieving ≈25 F1 gain over GPT‑4. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13930
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,645 | 25.95%
DOI: 10.14778/3746405.3746417

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
382	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00024823252
610	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00019232674
939	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015187344
1,178	Table Union Search on Open Data	2018	VLDB	0.00013468118
1,751	Auctus: A Dataset Search Engine for Data Discovery and Augmentation	2021	VLDB	0.00010683295
3,000	SANTOS: Relationship-based Semantic Table Union Search	2023	SIGMOD	7.7462128e-05
3,823	Automatic Discovery of Attributes in Relational Databases	2011	SIGMOD	6.7261168e-05
4,212	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3555142e-05
4,983	Querying Probabilistic Information Extraction	2010	VLDB	5.7870787e-05
5,548	Foundations of Uncertain-Data Integration	2010	VLDB	5.4446854e-05
6,438	RONIN: Data Lake Exploration	2021	VLDB	5.0620163e-05
7,613	ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation	2020	VLDB	4.6961059e-05
8,193	WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses	2023	CIDR	4.5618596e-05

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