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

Showing 110 of 153 papers

TitleStatusHype
Enhancing Keyphrase Extraction from Academic Articles Using Section Structure InformationCode0
LongKey: Keyphrase Extraction for Long DocumentsCode1
Optimizing Keyphrase Ranking for Relevance and Diversity Using Submodular Function Optimization (SFO)Code0
ChuLo: Chunk-Level Key Information Representation for Long Document ProcessingCode0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models0
Attention-Seeker: Dynamic Self-Attention Scoring for Unsupervised Keyphrase ExtractionCode0
Exploring Fine-tuned Generative Models for Keyphrase Selection: A Case Study for Russian0
Pre-Trained Language Models for Keyphrase Prediction: A Review0
A Preliminary Empirical Study on Prompt-based Unsupervised Keyphrase Extraction0
An efficient domain-independent approach for supervised keyphrase extraction and ranking0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Wiki+RoBERTaRecall73Unverified
2UCPhraseRecall72.9Unverified
3AutoPhraseRecall62.9Unverified
4SpacyRecall59.5Unverified
5PKERecall57.1Unverified
6TopMineRecall53.3Unverified
7StanfordNLPRecall51.7Unverified