Entity Disambiguation on AIDA-CONLL (test)
97.1In-KB AccuracyLUKE
Evaluation Results
| Method | Links | |
|---|---|---|
| LUKEfine-tuning=true, decoding strategy=confidence-order, candidate set=PPRforNED2019.09 | 97.1 | |
| LUKEfine-tuning=true, decoding strategy=natural-order, candidate set=PPRforNED2019.09 | 97 | |
| LUKEfine-tuning=true, decoding strategy=local, candidate set=PPRforNED2019.09 | 96.8 | |
| Févry et al.candidate set=PPRforNED2019.09 | 96.7 | |
| Yang et al.candidate set=PPRforNED2019.09 | 95.9 | |
| LUKEfine-tuning=true, decoding strategy=confidence-order, candidate set=KB+YAGO2019.09 | 95 | |
| DCA-SL + Triplescontext=1-hop KG triples2020.08 | 94.94 | |
| Ling et al.candidate set=PPRforNED2019.09 | 94.9 | |
| DeepType (2018)2020.08 | 94.88 | |
| LUKEfine-tuning=true, decoding strategy=natural-order, candidate set=KB+YAGO2019.09 | 94.8 | |
| DCA-SL (2019)2020.08 | 94.64 | |
| Yang et al.candidate set=KB+YAGO2019.09 | 94.6 | |
| LUKEfine-tuning=false, decoding strategy=confidence-order, candidate set=PPRforNED2019.09 | 94.6 | |
| LUKEfine-tuning=true, decoding strategy=local, candidate set=KB+YAGO2019.09 | 94.5 | |
| Fang et al. (2019)2020.08 | 94.3 | |
| Fang et al.candidate set=KB+YAGO2019.09 | 94.3 | |
| LUKEfine-tuning=false, decoding strategy=natural-order, candidate set=PPRforNED2019.09 | 94 | |
| LUKEfine-tuning=false, decoding strategy=local, candidate set=PPRforNED2019.09 | 94 | |
| Chen et al. (2020)2020.08 | 93.54 | |
| Cao et al.candidate set=KB+YAGO2019.09 | 93.3 | |
| Yamada et al.candidate set=PPRforNED2019.09 | 93.1 | |
| Le and Titovcandidate set=KB+YAGO2019.09 | 93.1 | |
| Le & Titov (2018)2020.08 | 93.07 | |
| Yang et al. (2018)2020.08 | 93 | |
| Yang et al.candidate set=KB+YAGO2019.09 | 93 | |
| Barba et al.candidate set=KB+YAGO2019.09 | 92.6 | |
| Févry et al.candidate set=KB+YAGO2019.09 | 92.5 | |
| LUKEfine-tuning=false, decoding strategy=confidence-order, candidate set=KB+YAGO2019.09 | 92.4 | |
| Ganea & Hofmann (2017)2020.08 | 92.22 | |
| Ganea and Hofmanncandidate set=KB+YAGO2019.09 | 92.2 | |
| LUKEfine-tuning=false, decoding strategy=natural-order, candidate set=KB+YAGO2019.09 | 91.7 | |
| Yamada et al. (2016)2020.08 | 91.5 | |
| Yamada et al.candidate set=KB+YAGO2019.09 | 91.5 | |
| LUKEfine-tuning=false, decoding strategy=local, candidate set=KB+YAGO2019.09 | 90.8 | |
| Le & Titov (2019)2020.08 | 89.66 | |
| Broscheitcandidate set=KB+YAGO2019.09 | 87.9 |