Demonstration of Panda: A Weakly Supervised Entity Matching System

Summary: Demonstration of Panda, a weakly supervised entity matching system using Snorkel-style labeling functions to cheaply label EM pairs. It provides a browser-based IDE for EM with auto LF generation, visual debugging, smart sampling, and a dedicated EM labeling model to speed development. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12460
Venue: VLDB
Year: 2021
Pagerank: 5.2908178e-05
Overall Rank: 5,872 | 59.20%
DOI: 10.14778/3476311.3476332

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,401	DADER: Hands-Off Entity Resolution with Domain Adaptation	2022	VLDB	4.5176737e-05
9,415	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3399748e-05
11,232	VersaMatch: Ontology Matching with Weak Supervision	2023	VLDB	4.1905499e-05
11,390	Frost: A Platform for Benchmarking and Exploring Data Matching Results	2022	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
155	Robust and Efficient Fuzzy Match for Online Data Cleaning	2003	SIGMOD	0.00040666376
252	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030532082
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
705	Magellan: Toward Building Entity Matching Management Systems	2016	VLDB	0.00017779048
740	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017358024
3,057	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	7.6458287e-05
4,596	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.0540725e-05
5,388	Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples	2021	SIGMOD	5.5342724e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,338	Entity Matching: How Similar Is Similar	2011	VLDB	0.00012501156
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
8,158	Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation	2022	VLDB	4.5701678e-05
9,462	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3324933e-05
11,050	Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution	2024	VLDB	4.1905499e-05
8,913	PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching	2023	VLDB	4.4229886e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
2,758	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1668285e-05
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
9,415	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3399748e-05