Entity Disambiguation
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Benchmarks
AIDA-CoNLL
WNED-CWEB
WNED-WIKI
ACE2004
AQUAINT
MSNBC
TAC2010
Mewsli-9
DocRED-IE
ShadowLink-Shadow
ShadowLink-Top
Most implemented
Improving Entity Disambiguation by Reasoning over a Knowledge Base
Deep Joint Entity Disambiguation with Local Neural Attention
Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning
Biomedical Interpretable Entity Representations
Autoregressive Entity Retrieval
Papers
Understanding Why Language Models Hallucinate: Testing Reasoning Against Priors
Large language models often produce hallucinated answers that violate prompt-level constraints. A key diagnostic question is whether these failures reflect missing knowledge, or whether the model has the relevant informa…
Entity DisambiguationLELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation
Entity linking is a key component of many downstream NLP systems, yet existing approaches are often tied to the specific target knowledge bases and domains, limiting their real world application. In this paper, we extend…
Entity DisambiguationDomain AdaptationEntity LinkingRAGA: Reading-And-Graph-building-Agent for Autonomous Knowledge Graph Construction and Retrieval-Augmented Generation
Existing LLM-driven knowledge graph (KG) construction methods predominantly employ stateless batch processing pipelines, exhibiting structural deficiencies in cross-chunk semantic relation capture, entity disambiguation,…
Entity DisambiguationPASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines
Modern NLP and LLM systems are pipelines: named entity recognition (NER) -> entity disambiguation (NED) -> entity typing, retrieval-augmented generation (retriever -> reader), and agentic chains of planner -> tool -> cri…
Entity DisambiguationEntity TypingOntoKG: Ontology-Oriented Knowledge Graph Construction with Intrinsic-Relational Routing
Organizing a large-scale knowledge graph into a typed property graph requires structural decisions -- which entities become nodes, which properties become edges, and what schema governs these choices. Existing approaches…
Entity DisambiguationCADEL: A Corpus of Administrative Web Documents for Japanese Entity Linking
Entity linking is the task of associating linguistic expressions with entries in a knowledge base that represent real-world entities and concepts. Language resources for this task have primarily been developed for Englis…
Entity DisambiguationEntity Linking