In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration

Summary: In-context clustering: prompt LLMs to cluster record sets directly (vs pairwise), reducing API calls/time and improving scalability. LLM-CER maps the design space (set size, diversity, ordering), adds cluster-merging and hallucination mitigation, yielding up to 150% accuracy gains and 5× fewer API calls. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7328
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,022 | 30.35%
DOI: 10.1145/3749170

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
34	Similarity Search in High Dimensions via Hashing	1999	VLDB	0.00076824554
265	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029904018
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
641	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018759417
686	Pay-as-you-go User Feedback for Dataspace Systems	2008	SIGMOD	0.00018107664
705	Magellan: Toward Building Entity Matching Management Systems	2016	VLDB	0.00017779048
740	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017358024
799	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00016479804
863	Leveraging Transitive Relations for Crowdsourced Joins	2013	SIGMOD	0.00015793243
942	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.00015143877
1,242	Question Selection for Crowd Entity Resolution	2013	VLDB	0.00013088272
1,842	Crowdsourcing Algorithms for Entity Resolution	2014	VLDB	0.00010342022
2,176	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	9.3729351e-05
2,449	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.7909961e-05
2,758	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1668285e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
4,617	Crowd-Based Deduplication: An Adaptive Approach	2015	SIGMOD	6.0400801e-05
5,214	Dual-Objective Fine-Tuning of BERT for Entity Matching	2021	VLDB	5.6236713e-05
5,369	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5436995e-05

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Overall Rank	Paper	Year	Venue	Pagerank
3,535	Entity Resolution with Evolving Rules	2010	VLDB	6.996132e-05
8,503	Robust Entity Resolution using Random Graphs	2018	SIGMOD	4.4916115e-05
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
8,732	Unveiling Challenges for LLMs in Enterprise Data Engineering	2026	VLDB	4.4520434e-05
5,369	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5436995e-05
3,057	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	7.6458287e-05
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
6,558	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	5.0060112e-05
5,789	Exploiting Context Analysis for Combining Multiple Entity Resolution Systems	2009	SIGMOD	5.3248395e-05