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 101–150 of 153 papers

TitleStatusHype
Unsupervised Keyphrase Extraction from Scientific PublicationsCode0
Encoding Conversation Context for Neural Keyphrase Extraction from Microblog Posts—0
Key2Vec: Automatic Ranked Keyphrase Extraction from Scientific Articles using Phrase Embeddings—0
Improving Unsupervised Keyphrase Extraction using Background Knowledge—0
WikiRank: Improving Keyphrase Extraction Based on Background Knowledge—0
Unsupervised Keyphrase Extraction with Multipartite GraphsCode0
Simple Unsupervised Keyphrase Extraction using Sentence EmbeddingsCode0
Learning Feature Representations for Keyphrase Extraction—0
Local Word Vectors Guiding Keyphrase ExtractionCode0
Exploiting and Evaluating a Supervised, Multilanguage Keyphrase Extraction pipeline for under-resourced languages—0
SZTE-NLP at SemEval-2017 Task 10: A High Precision Sequence Model for Keyphrase Extraction Utilizing Sparse Coding for Feature Generation—0
PKU\_ICL at SemEval-2017 Task 10: Keyphrase Extraction with Model Ensemble and External Knowledge—0
WING-NUS at SemEval-2017 Task 10: Keyphrase Extraction and Classification as Joint Sequence Labeling—0
PositionRank: An Unsupervised Approach to Keyphrase Extraction from Scholarly Documents—0
Salience Rank: Efficient Keyphrase Extraction with Topic Modeling—0
Deep Keyphrase GenerationCode0
Evaluating anaphora and coreference resolution to improve automatic keyphrase extraction—0
pke: an open source python-based keyphrase extraction toolkitCode0
Extracting Discriminative Keyphrases with Learned Semantic Hierarchies—0
A Hybrid Approach to Generation of Missing Abstracts in Biomedical Literature—0
Keyphrase Annotation with Graph Co-Ranking—0
Keyphrase Extraction Using Deep Recurrent Neural Networks on Twitter—0
Supervised Keyphrase Extraction as Positive Unlabeled Learning—0
How Document Pre-processing affects Keyphrase Extraction PerformanceCode0
Keyphrase Extraction using Sequential Labeling—0
Mod\'elisation unifi\'ee du document et de son domaine pour une indexation par termes-cl\'es libre et contr\^ol\'ee (Unified document and domain-specific model for keyphrase extraction and assignment )—0
TermITH-Eval: a French Standard-Based Resource for Keyphrase Extraction Evaluation—0
More than Word Cooccurrence: Exploring Support and Opposition in International Climate Negotiations with Semantic Parsing—0
Counting What Counts: Decompounding for Keyphrase Extraction—0
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
SGRank: Combining Statistical and Graphical Methods to Improve the State of the Art in Unsupervised Keyphrase ExtractionCode0
Citation-Enhanced Keyphrase Extraction from Research Papers: A Supervised Approach—0
Collaborative Ranking between Supervised and Unsupervised Approaches for Keyphrase Extraction—0
Keyphrase Extraction using Textual and Visual Features—0
Single Document Keyphrase Extraction Using Label Information—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
Automatic Keyphrase Extraction: A Survey of the State of the Art—0
DKPro Keyphrases: Flexible and Reusable Keyphrase Extraction Experiments—0
Keyword and Keyphrase Extraction Using Centrality Measures on Collocation Networks—0
TopicRank: Graph-Based Topic Ranking for Keyphrase Extraction—0
A Comparison of Centrality Measures for Graph-Based Keyphrase ExtractionCode0
WordTopic-MultiRank: A New Method for Automatic Keyphrase Extraction—0
GPKEX: Genetically Programmed Keyphrase Extraction from Croatian Texts—0
Keyphrase Cloud Generation of Broadcast NewsCode0
KERT: Automatic Extraction and Ranking of Topical Keyphrases from Content-Representative Document Titles—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
Keyphrase Extraction for N-best Reranking in Multi-Sentence CompressionCode0
A Hybrid Approach to Extract Keyphrases from Medical Documents—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
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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