Keyphrase Generation on KP20k (test) benchmark leaderboard · SOTA2 Research

Keyphrase Generation on KP20k (test)

67.5SemPBERT+CRF

Evaluation Results

Method	Links
BERT+CRF2023.03		67.5	44.7	51.5	0.801	13.7	0.399	87.9	79.6
SciBART-large+OAGKX2023.03		60.1	62.3	60.1	0.766	12.9	0.158	87.9	79.3
CatSeq2023.03		59.6	53.1	54.8	0.774	37	0.31	88.4	79.7
ExHiRD-h2023.03		58.7	55.9	56.2	0.781	21.4	0.195	87.8	79.1
SciBERT-G2023.03		58.7	59	57.7	0.762	15.2	0.177	87.8	79.1
KeyBART2023.03		58	59.9	57.7	0.765	13	0.163	88.3	79.2
SetTrans2023.03		57	62.3	58.3	0.766	30.8	0.203	88.9	80.3
BART-large2023.03		56.7	60.7	57.4	0.759	14.4	0.168	87.7	79
SEG-Net2023.03		56	59.6	56.5	0.757	26	0.177	88.9	80.4
Transformer2023.03		55.8	59.3	56.2	0.747	28.9	0.239	87.8	79.1
CatSeqTG-2RF12023.03		55	57.9	55.3	0.734	35.5	0.251	88.6	80.1
HyperMatch2023.03		50.5	63.1	54.9	0.772	29.7	0.233	88.1	79.8
text-davinci-0032023.03		50.3	59.9	53.5	0.79	8.4	0.113	88.6	80.2
Kea2023.03		45.2	53.3	47.9	0.715	44.5	0.175	89.2	80.9
YAKE!2023.03		43.4	50.8	45.9	0.778	37.2	0.19	85.9	78.6
text-davinci-0032023.03		43.3	61.6	49.8	0.777	14.3	0.11	88.8	79.9
TextRank2023.03		43.2	51.8	46	0.737	39.1	0.18	88.2	79.6
TF-IDF2023.03		43.1	52.4	46.3	0.696	39.6	0.161	88.9	80.5
PromptRank2023.03		41.4	55.6	46.5	0.755	13.3	0.159	86.6	78.6
RAKE2023.03		40.1	49.9	43.7	0.733	29.5	0.17	85.5	78.3
Azure Cognitive Services2023.03		38.7	53.6	44	0.778	19.8	0.068	87.4	78
MultipartiteRank2023.03		36.4	54.8	42.9	0.712	14.8	0.092	88.1	79.4
Amazon Comprehend2023.03		22.4	32.4	25.9	0.693	43.6	0.103	85.5	75.8