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 2650 of 156 papers

TitleStatusHype
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
Direct Fact Retrieval from Knowledge Graphs without Entity Linking0
Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
Disambiguation of Company names via Deep Recurrent NetworksCode0
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
TempEL: Linking Dynamically Evolving and Newly Emerging EntitiesCode0
Focusing on Context is NICE: Improving Overshadowed Entity Disambiguation0
Entity Disambiguation with Entity DefinitionsCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
ExtEnD: Extractive Entity DisambiguationCode1
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
CM3: A Causal Masked Multimodal Model of the Internet0
Global Entity Disambiguation with BERT0
Resources and Evaluations for Danish Entity Resolution0
Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing0
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage0
Cluster-based Mention Typing for Named Entity Disambiguation0
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
Robustness Evaluation of Entity Disambiguation Using Prior Probes:the Case of Entity Overshadowing0
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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