Mind the Data Gap: Bridging LLMs to Enterprise Data Integration

Summary: LLM-based integration methods trained on public corpora falter on enterprise “dark” data; current public benchmarks overestimate real-world performance. Presents the Goby Benchmark and three remedies—hierarchical annotation, runtime class-learning, and ontology synthesis—that restore LLM performance on enterprise integration to parity with public-data scenarios. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 562
Venue: CIDR
Year: 2025
Pagerank: 4.8524216e-05
Overall Rank: 7,027 | 51.17%
DOI: -

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,732	Unveiling Challenges for LLMs in Enterprise Data Engineering	2026	VLDB	4.4520434e-05
9,976	A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration	2026	CIDR	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
108	WebTables: Exploring the Power of Tables on the Web	2008	VLDB	0.00048345996
488	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00022029993
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
1,088	Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes	2024	VLDB	0.00014158762
2,513	Annotating Columns with Pre-trained Language Models	2022	SIGMOD	8.6155767e-05
3,003	Chorus: Foundation Models for Unified Data Discovery and Exploration	2024	VLDB	7.7358219e-05
3,520	GitTables: A Large-Scale Corpus of Relational Tables	2023	SIGMOD	7.0136102e-05
6,891	Towards NLP-Enhanced Data Profiling Tools	2022	CIDR	4.8891398e-05

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