UCPhrase: Unsupervised Context-aware Quality Phrase Tagging

Benchmark Model Rank Results
keyphrase-extraction-on-kp20kWiki+RoBERTa#1Recall: 73.0F1@10: 19.2
keyphrase-extraction-on-kp20kUCPhrase#2Recall: 72.9F1@10: 19.7
keyphrase-extraction-on-kp20kAutoPhrase#3Recall: 62.9F1@10: 18.2
keyphrase-extraction-on-kp20kSpacy#4Recall: 59.5F1@10: 15.3
keyphrase-extraction-on-kp20kPKE#5Recall: 57.1F1@10: 12.6
keyphrase-extraction-on-kp20kTopMine#6Recall: 53.3F1@10: 15.0
keyphrase-extraction-on-kp20kStanfordNLP#7Recall: 51.7F1@10: 13.9
keyphrase-extraction-on-kptimesUCPhrase#1Recall: 83.4F1@10: 10.9
keyphrase-extraction-on-kptimesAutoPhrase#2Recall: 77.8F1@10: 10.3
keyphrase-extraction-on-kptimesWiki+RoBERTa#3Recall: 64.5F1@10: 9.4
keyphrase-extraction-on-kptimesTopMine#4Recall: 63.4F1@10: 8.5
phrase-ranking-on-kptimesWiki+RoBERTa#1P@5K: 99.0P@50K: 96.5
phrase-ranking-on-kptimesUCPhrase#2P@5K: 96.5P@50K: 95.5
phrase-ranking-on-kptimesAutoPhrase#3P@5K: 96.5P@50K: 95.5
phrase-ranking-on-kptimesTopMine#4P@5K: 85.5P@50K: 71.0
phrase-tagging-on-kp20kUCPhrase#1Precision: 69.9Recall: 78.3F1: 73.9
phrase-tagging-on-kp20kWiki+RoBERTa#2Precision: 58.1Recall: 64.2F1: 61.0
phrase-tagging-on-kp20kAutoPhrase#3Precision: 55.2Recall: 45.2F1: 49.7
phrase-tagging-on-kp20kTopMine#4Precision: 39.8Recall: 41.4F1: 40.6
phrase-tagging-on-kptimesUCPhrase#1Precision: 69.1Recall: 78.9F1: 73.5
phrase-tagging-on-kptimesWiki+RoBERTa#2Precision: 60.9Recall: 65.6F1: 63.2
phrase-tagging-on-kptimesAutoPhrase#3Precision: 44.2Recall: 47.7F1: 45.9
phrase-tagging-on-kptimesTopMine#4Precision: 32.0Recall: 36.3F1: 34.0