Keyphrase Extraction on SE-2010 (test)
48.65F1 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 | 48.65 | |
| Phraseformer(BERT, ExEm_w2v)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=ExEm_w2v2021.06 | 48.48 | |
| Phraseformer(BERT, Node2vec)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=Node2vec2021.06 | 47.46 | |
| Phraseformer(BERT, DeepWalk)Category=Hybrid method, Base Text Model=BERT, Base Graph Model=DeepWalk2021.06 | 47.22 | |
| BERTCategory=Text-based method2021.06 | 40.56 | |
| BiLSTM-CRFCategory=Text-based method2021.06 | 35.7 | |
| Word2VecCategory=Text-based method2021.06 | 20.8 | |
| TextRankCategory=Graph-based method2021.06 | 19.9 | |
| ExEm_ftCategory=Graph-based method2021.06 | 12.46 | |
| ExEm_w2vCategory=Graph-based method2021.06 | 12.33 | |
| DeepWalkCategory=Graph-based method2021.06 | 11.02 | |
| Node2vecCategory=Graph-based method2021.06 | 10.98 |