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: 13931
Venue: VLDB
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,653 | 25.97%
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
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
383	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00024802484
609	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00019223217
936	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015197838
1,179	Table Union Search on Open Data	2018	VLDB	0.00013458551
1,742	Auctus: A Dataset Search Engine for Data Discovery and Augmentation	2021	VLDB	0.00010695388
3,001	SANTOS: Relationship-based Semantic Table Union Search	2023	SIGMOD	7.739698e-05
3,826	Automatic Discovery of Attributes in Relational Databases	2011	SIGMOD	6.7204879e-05
4,211	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3495931e-05
4,960	Querying Probabilistic Information Extraction	2010	VLDB	5.7992639e-05
5,556	Foundations of Uncertain-Data Integration	2010	VLDB	5.4394558e-05
6,432	RONIN: Data Lake Exploration	2021	VLDB	5.0571585e-05
7,614	ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation	2020	VLDB	4.6916018e-05
8,194	WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses	2023	CIDR	4.5574831e-05

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