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 150 of 153 papers

TitleStatusHype
PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase ExtractionCode2
PromptRank: Unsupervised Keyphrase Extraction Using PromptCode1
Wizard of Search Engine: Access to Information Through Conversations with Search EnginesCode1
Enhancing In-Context Learning with Answer Feedback for Multi-Span Question AnsweringCode1
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global ContextCode1
SimCKP: Simple Contrastive Learning of Keyphrase RepresentationsCode1
Persian Keyphrase Generation Using Sequence-to-Sequence ModelsCode1
KPEval: Towards Fine-Grained Semantic-Based Keyphrase EvaluationCode1
LongKey: Keyphrase Extraction for Long DocumentsCode1
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross AttentionsCode1
Open Domain Web Keyphrase Extraction Beyond Language ModelingCode1
UIUC_BioNLP at SemEval-2021 Task 11: A Cascade of Neural Models for Structuring Scholarly NLP ContributionsCode1
UCPhrase: Unsupervised Context-aware Quality Phrase TaggingCode1
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained GenerationCode1
Hyperbolic Relevance Matching for Neural Keyphrase ExtractionCode1
Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical StudyCode1
Capturing Global Informativeness in Open Domain Keyphrase ExtractionCode1
Learning Rich Representation of Keyphrases from TextCode1
Large Language Models as Zero-Shot Keyphrase Extractors: A Preliminary Empirical StudyCode1
Keyphrase Extraction from Scientific Articles via Extractive SummarizationCode1
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase ExtractionCode1
Enhancing Keyphrase Extraction from Academic Articles with their Reference InformationCode1
BibRank: Automatic Keyphrase Extraction Platform Using~MetadataCode0
Simple Unsupervised Keyphrase Extraction using Sentence EmbeddingsCode0
Unsupervised Keyphrase Extraction from Scientific PublicationsCode0
Deep Keyphrase GenerationCode0
Query-Based Keyphrase Extraction from Long DocumentsCode0
Topic Aware Contextualized Embeddings for High Quality Phrase ExtractionCode0
SGRank: Combining Statistical and Graphical Methods to Improve the State of the Art in Unsupervised Keyphrase ExtractionCode0
pke: an open source python-based keyphrase extraction toolkitCode0
Optimizing Keyphrase Ranking for Relevance and Diversity Using Submodular Function Optimization (SFO)Code0
Unsupervised Keyphrase Extraction via Interpretable Neural NetworksCode0
MUG: A General Meeting Understanding and Generation BenchmarkCode0
Local Word Vectors Guiding Keyphrase ExtractionCode0
Multi-Document Keyphrase Extraction: Dataset, Baselines and ReviewCode0
Finding Black Cat in a Coal Cellar -- Keyphrase Extraction & Keyphrase-Rubric Relationship Classification from Complex AssignmentsCode0
Attention-Seeker: Dynamic Self-Attention Scoring for Unsupervised Keyphrase ExtractionCode0
Complex Network based Supervised Keyword ExtractorCode0
NORMY: Non-Uniform History Modeling for Open Retrieval Conversational Question AnsweringCode0
Enhancing Keyphrase Extraction from Long Scientific Documents using Graph EmbeddingsCode0
Enhancing Keyphrase Extraction from Academic Articles Using Section Structure InformationCode0
KeyGames: A Game Theoretic Approach to Automatic Keyphrase ExtractionCode0
Large-Scale Evaluation of Keyphrase Extraction ModelsCode0
Keyphrase Cloud Generation of Broadcast NewsCode0
A Review of Keyphrase ExtractionCode0
How Document Pre-processing affects Keyphrase Extraction PerformanceCode0
ELSKE: Efficient Large-Scale Keyphrase ExtractionCode0
ChuLo: Chunk-Level Key Information Representation for Long Document ProcessingCode0
A Comparison of Centrality Measures for Graph-Based Keyphrase ExtractionCode0
Keyphrase Extraction for N-best Reranking in Multi-Sentence CompressionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Wiki+RoBERTaRecall73Unverified
2UCPhraseRecall72.9Unverified
3AutoPhraseRecall62.9Unverified
4SpacyRecall59.5Unverified
5PKERecall57.1Unverified
6TopMineRecall53.3Unverified
7StanfordNLPRecall51.7Unverified
#ModelMetricClaimedVerifiedStatus
1UCPhraseRecall83.4Unverified
2AutoPhraseRecall77.8Unverified
3Wiki+RoBERTaRecall64.5Unverified
4TopMineRecall63.4Unverified
#ModelMetricClaimedVerifiedStatus
1Attention-SeekerF1@1040.14Unverified
2PromptRankF1@1037.88Unverified
3PatternRankF1@1030.99Unverified
#ModelMetricClaimedVerifiedStatus
1Attention-SeekerF1@1018.25Unverified
2PromptRankF1@1016.71Unverified
#ModelMetricClaimedVerifiedStatus
1PromptRankF1@1020.13Unverified