SOTAVerified

Entity Disambiguation

Entity Disambiguation is the task of linking mentions of ambiguous entities to their referent entities in a knowledge base such as Wikipedia.

Source: Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 156 papers

TitleStatusHype
AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario—0
Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation—0
A Grounded Memory System For Smart Personal Assistants—0
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation—0
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability—0
Named Entity Recognition in Context—0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
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All datasetsAIDA-CoNLLMSNBCWNED-CWEBWNED-WIKIACE2004AQUAINTTAC2010Mewsli-9ShadowLink-ShadowShadowLink-Top

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepTypeMicro Precision90.85—Unverified
2NTEEMicro Precision87.7—Unverified
3This work+CtxLSTMs+LDC+MPCMMicro Precision87.4—Unverified
4Wikipedia2VecMicro Precision85.2—Unverified