Phraseformer: Multimodal Key-phrase Extraction using Transformer and Graph Embedding

Benchmark Model Rank Results
keyword-extraction-on-inspecPhraseformer(BERT, DeepWalk)F1 score: 68.44
keyword-extraction-on-inspecPhraseformer(BERT, ExEm(ft))F1 score: 69.87
keyword-extraction-on-inspecPhraseformer(BERT, ExEm(w2v))F1 score: 69.70
keyword-extraction-on-inspecPhraseformer(BERT, Node2vec)F1 score: 68.68
keyword-extraction-on-semeval-2010-task-8Phraseformer(BERT, DeepWalk)F1 score: 47.22
keyword-extraction-on-semeval-2010-task-8Phraseformer(BERT, ExEm(ft))F1 score: 48.65
keyword-extraction-on-semeval-2010-task-8Phraseformer(BERT, ExEm(w2v))F1 score: 48.48
keyword-extraction-on-semeval-2010-task-8Phraseformer(BERT, Node2vec)F1 score: 47.46
keyword-extraction-on-semeval2017Phraseformer(BERT, DeepWalk)F1 score: 65.70
keyword-extraction-on-semeval2017Phraseformer(BERT, ExEm(ft))F1 score: 67.13
keyword-extraction-on-semeval2017Phraseformer(BERT, ExEm(w2v))F1 score: 66.96
keyword-extraction-on-semeval2017Phraseformer(BERT, Node2vec)F1 score: 65.94