Keyphrase Extraction on SemEval Task 10 ScienceIE 2017 (test)
67.13F1 ScorePhraseformer(BERT, ExEm_ft)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Phraseformer(BERT, ExEm_ft)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=ExEm_ft2021.06 | 67.13 | — | — | |
| Phraseformer(BERT, ExEm_w2v)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=ExEm_w2v2021.06 | 66.96 | — | — | |
| Phraseformer(BERT, Node2vec)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=Node2vec2021.06 | 65.94 | — | — | |
| Phraseformer(BERT, DeepWalk)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=DeepWalk2021.06 | 65.7 | — | — | |
| BERTCategory=Text-based method2021.06 | 59.04 | — | — | |
| BiLSTM-CRFCategory=Text-based method2021.06 | 52.1 | — | — | |
| SCIIE2018.08 | 46 | 48.5 | 43.8 | |
| (Luan 2017)2018.08 | 45.3 | — | — | |
| Best SemEval2018.08 | 44 | 44 | 43 | |
| Word2VecCategory=Text-based method2021.06 | 29.2 | — | — | |
| ExEm_ftCategory=Graph-based method2021.06 | 29.13 | — | — | |
| ExEm_w2vCategory=Graph-based method2021.06 | 29.11 | — | — | |
| DeepWalkCategory=Graph-based method2021.06 | 28.87 | — | — | |
| Node2vecCategory=Graph-based method2021.06 | 28.63 | — | — | |
| TextRankCategory=Graph-based method2021.06 | 20.9 | — | — |