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

Showing 125 of 156 papers

TitleStatusHype
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
Newswire: A Large-Scale Structured Database of a Century of Historical NewsCode1
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
Entity Disambiguation with Entity DefinitionsCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
ExtEnD: Extractive Entity DisambiguationCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
Entity Linking in 100 LanguagesCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
Autoregressive Entity RetrievalCode1
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation ModelsCode1
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
Global Entity Disambiguation with BERTCode1
Show:102550
← PrevPage 1 of 7Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BootlegMicro-F196.8Unverified
2confidence-orderIn-KB Accuracy95Unverified
3DCA-SL + TriplesIn-KB Accuracy94.94Unverified
4DeepTypeIn-KB Accuracy94.88Unverified
5NTEEIn-KB Accuracy94.7Unverified
6DCA-SL (2019)(et al., [2019c])In-KB Accuracy94.64Unverified
7Fang et al. (2019) (et al., [2019e])In-KB Accuracy94.3Unverified
8This work+CtxLSTMs+LDC+MPCMIn-KB Accuracy94Unverified
9ReFinEDIn-KB Accuracy93.9Unverified
10Chen et al. (2020) (et al, 2020)In-KB Accuracy93.54Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F196.3Unverified
2KBEDMicro-F194.8Unverified
3ReFinEDMicro-F194.4Unverified
4GENREMicro-F194.3Unverified
5GlobalMicro-F193.7Unverified
6NER4ELMicro-F189.2Unverified
7ReFinEDMicro-F171.8Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F179.4Unverified
2confidence-orderMicro-F178.9Unverified
3KBEDMicro-F178.2Unverified
4GlobalMicro-F177.9Unverified
5GENREMicro-F177.3Unverified
6MEPMicro-F176.2Unverified
7NER4ELMicro-F168.5Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F190.4Unverified
2confidence-orderMicro-F189.1Unverified
3ReFinEDMicro-F188.7Unverified
4GENREMicro-F187.4Unverified
5MEPMicro-F186.2Unverified
6GlonalMicro-F177.5Unverified
7NER4ELMicro-F164Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F193.4Unverified
2confidence-orderMicro-F191.9Unverified
3ReFinEDMicro-F191.6Unverified
4NER4ELMicro-F191.3Unverified
5GENREMicro-F190.1Unverified
6GlobalMicro-F188.5Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F193.5Unverified
2KBEDMicro-F192.6Unverified
3ReFinEDMicro-F191.8Unverified
4GENREMicro-F189.9Unverified
5GlobalMicro-F188.5Unverified
6NER4ELMicro-F169.5Unverified
#ModelMetricClaimedVerifiedStatus
1DeepTypeMicro Precision90.85Unverified
2NTEEMicro Precision87.7Unverified
3This work+CtxLSTMs+LDC+MPCMMicro Precision87.4Unverified
4Wikipedia2VecMicro Precision85.2Unverified
#ModelMetricClaimedVerifiedStatus
1mGENREMicro Precision90.6Unverified
2Model F+Micro Precision89Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F147.6Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F164.2Unverified