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 51–60 of 156 papers
All datasetsAIDA-CoNLLMSNBCWNED-CWEBWNED-WIKIACE2004AQUAINTTAC2010Mewsli-9ShadowLink-ShadowShadowLink-Top
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Bootleg | Micro-F1 | 96.8 | — | Unverified |
| 2 | confidence-order | In-KB Accuracy | 95 | — | Unverified |
| 3 | DCA-SL + Triples | In-KB Accuracy | 94.94 | — | Unverified |
| 4 | DeepType | In-KB Accuracy | 94.88 | — | Unverified |
| 5 | NTEE | In-KB Accuracy | 94.7 | — | Unverified |
| 6 | DCA-SL (2019)(et al., [2019c]) | In-KB Accuracy | 94.64 | — | Unverified |
| 7 | Fang et al. (2019) (et al., [2019e]) | In-KB Accuracy | 94.3 | — | Unverified |
| 8 | This work+CtxLSTMs+LDC+MPCM | In-KB Accuracy | 94 | — | Unverified |
| 9 | ReFinED | In-KB Accuracy | 93.9 | — | Unverified |
| 10 | Chen et al. (2020) (et al, 2020) | In-KB Accuracy | 93.54 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | KBED | Micro-F1 | 93.4 | — | Unverified |
| 2 | confidence-order | Micro-F1 | 91.9 | — | Unverified |
| 3 | ReFinED | Micro-F1 | 91.6 | — | Unverified |
| 4 | NER4EL | Micro-F1 | 91.3 | — | Unverified |
| 5 | GENRE | Micro-F1 | 90.1 | — | Unverified |
| 6 | Global | Micro-F1 | 88.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | confidence-order | Micro-F1 | 93.5 | — | Unverified |
| 2 | KBED | Micro-F1 | 92.6 | — | Unverified |
| 3 | ReFinED | Micro-F1 | 91.8 | — | Unverified |
| 4 | GENRE | Micro-F1 | 89.9 | — | Unverified |
| 5 | Global | Micro-F1 | 88.5 | — | Unverified |
| 6 | NER4EL | Micro-F1 | 69.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DeepType | Micro Precision | 90.85 | — | Unverified |
| 2 | NTEE | Micro Precision | 87.7 | — | Unverified |
| 3 | This work+CtxLSTMs+LDC+MPCM | Micro Precision | 87.4 | — | Unverified |
| 4 | Wikipedia2Vec | Micro Precision | 85.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | KBED | Micro-F1 | 47.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | KBED | Micro-F1 | 64.2 | — | Unverified |