Entity Resolution
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Benchmarks
Amazon-Google
Abt-Buy
WDC Computers-small
WDC Computers-xlarge
WDC Watches-small
MusicBrainz20K
WDC Watches-xlarge
WDC Products
Most implemented
d-blink: Distributed End-to-End Bayesian Entity Resolution
Estimating the Performance of Entity Resolution Algorithms: Lessons Learned Through PatentsView.org
Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching
Towards Universal Dense Blocking for Entity Resolution
PIZZA: A new benchmark for complex end-to-end task-oriented parsing
Can Foundation Models Wrangle Your Data?
Papers
Domain-Specific Text Embedding Models for Entity Resolution
General-purpose text embedding models are designed to capture semantic similarity but are not optimised for distinguishing entity records that represent the same real-world business or person. This limitation affects app…
Information RetrievalSemantic SimilarityEntity ResolutionLightning Fast Matching Dependency Discovery with Desbordante
Matching dependency is a generalization of the functional dependency concept, which allows users to apply custom similarity functions for matching individual attributes. Matching dependencies have a wide range of applica…
Entity ResolutionLinking Hadith Narrator Identities Across Heterogeneous Arabic Biographical Databases: A Multi-Signal Entity Resolution Pipeline
The transmission chains (sanad) of Islamic Hadith literature encode relationships among tens of thousands of historical narrators whose biographical records are dispersed across independently maintained digital databases…
Entity ResolutionManaging Map Cardinality in Automatic Disease Classification Mapping: Balancing Precision, Recall and Coverage
Automatic mapping between disease classification systems, such as the International Classification of Diseases (ICD), is a challenging yet essential task for integrating health data and conducting longitudinal data analy…
Entity ResolutionMemory-Managed Long-Context Attention: Bounded Editable Memory with a Hard Lifecycle and Calibrated Sparse Fallback
We study memory-managed long-context attention: explicit bounded memory with a learned query-independent writer, lifecycle control, query-aware reading, calibrated sparse fallback, and frozen-LLM generation from raw evid…
Entity ResolutionMapping Political-Elite Networks in Europe with a Multilingual Joint Entity-Relation Extraction Pipeline
Whether political elites organise into rent-seeking coalitions that capture public resources or civic networks that sustain governance is a central question in comparative politics. Yet observing these complex, informal,…
Relation ExtractionEntity ResolutionKnowledge Graphs