SOTAVerified

Keyphrase Extraction

A classic task to extract salient phrases that best summarize a document, which essentially has two stages: candidate generation and keyphrase ranking.

Papers

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Showing 76–100 of 153 papers

TitleStatusHype
Proceedings of the ACL 2015 Workshop on Novel Computational Approaches to Keyphrase Extraction—0
Reducing Over-generation Errors for Automatic Keyphrase Extraction using Integer Linear Programming—0
Salience Rank: Efficient Keyphrase Extraction with Topic Modeling—0
SaSAKE: Syntax and Semantics Aware Keyphrase Extraction from Research Papers—0
SEAL: Scientific Keyphrase Extraction and Classification—0
Select, Extract and Generate: Neural Keyphrase Generation with Layer-wise Coverage Attention—0
Semi-Supervised Learning for Neural Keyphrase Generation—0
Single Document Keyphrase Extraction Using Label Information—0
State of the Art of Automatic Keyphrase Extraction Methods (\'Etat de l'art des m\'ethodes d'extraction automatique de termes-cl\'es) [in French]—0
Supervised and Unsupervised Categorization of an Imbalanced Italian Crime News Dataset—0
Supervised Keyphrase Extraction as Positive Unlabeled Learning—0
SZTE-NLP at SemEval-2017 Task 10: A High Precision Sequence Model for Keyphrase Extraction Utilizing Sparse Coding for Feature Generation—0
TA-DA: Topic-Aware Domain Adaptation for Scientific Keyphrase Identification and Classification (Student Abstract)—0
TermITH-Eval: a French Standard-Based Resource for Keyphrase Extraction Evaluation—0
The impact of domains for Keyphrase extraction (Influence des domaines de sp\'ecialit\'e dans l'extraction de termes-cl\'es) [in French]—0
Theme-driven Keyphrase Extraction to Analyze Social Media Discourse—0
Topical Keyphrase Extraction with Hierarchical Semantic Networks—0
Topical Word Trigger Model for Keyphrase Extraction—0
TopicRank: Graph-Based Topic Ranking for Keyphrase Extraction—0
Understanding the Tradeoff between Cost and Quality of Expert Annotations for Keyphrase Extraction—0
Unsupervised Keyphrase Extraction via Interpretable Neural Networks—0
Using Human Attention to Extract Keyphrase from Microblog Post—0
Visual Summarization of Scholarly Videos using Word Embeddings and Keyphrase Extraction—0
W2KPE: Keyphrase Extraction with Word-Word Relation—0
WikiRank: Improving Keyphrase Extraction Based on Background Knowledge—0
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All datasetsKP20kKPTimesInspecKrapivinNUS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Wiki+RoBERTaRecall73—Unverified
2UCPhraseRecall72.9—Unverified
3AutoPhraseRecall62.9—Unverified
4SpacyRecall59.5—Unverified
5PKERecall57.1—Unverified
6TopMineRecall53.3—Unverified
7StanfordNLPRecall51.7—Unverified
#ModelMetricClaimedVerifiedStatus
1UCPhraseRecall83.4—Unverified
2AutoPhraseRecall77.8—Unverified
3Wiki+RoBERTaRecall64.5—Unverified
4TopMineRecall63.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention-SeekerF1@1040.14—Unverified
2PromptRankF1@1037.88—Unverified
3PatternRankF1@1030.99—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention-SeekerF1@1018.25—Unverified
2PromptRankF1@1016.71—Unverified
#ModelMetricClaimedVerifiedStatus
1PromptRankF1@1020.13—Unverified