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 5175 of 156 papers

TitleStatusHype
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
Multimodal Knowledge Learning for Named Entity Disambiguation0
Benchmarking Scalable Methods for Streaming Cross Document Entity CoreferenceCode0
Biomedical Interpretable Entity RepresentationsCode0
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Medical Entity Disambiguation Using Graph Neural Networks0
Type Prediction Systems0
Multilingual Autoregressive Entity LinkingCode0
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
An Unsupervised Language-Independent Entity Disambiguation Method and its Evaluation on the English and Persian Languages0
KOSMOS: Knowledge-graph Oriented Social media and Mainstream media Overview System0
Knowledge-Enhanced Named Entity Disambiguation for Short Text0
Entity Linking in 100 LanguagesCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
Autoregressive Entity RetrievalCode1
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation ModelsCode1
Is Language Modeling Enough? Evaluating Effective Embedding Combinations0
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
A Recurrent Model for Collective Entity Linking with Adaptive FeaturesCode0
Investigating Software Usage in the Social Sciences: A Knowledge Graph Approach0
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
End-to-End Entity Linking and Disambiguation leveraging Word and Knowledge Graph Embeddings0
Is Aligning Embedding Spaces a Challenging Task? A Study on Heterogeneous Embedding Alignment Methods0
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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