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 1–50 of 153 papers

TitleStatusHype
PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase ExtractionCode2
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross AttentionsCode1
Large Language Models as Zero-Shot Keyphrase Extractors: A Preliminary Empirical StudyCode1
SimCKP: Simple Contrastive Learning of Keyphrase RepresentationsCode1
Hyperbolic Relevance Matching for Neural Keyphrase ExtractionCode1
Enhancing Keyphrase Extraction from Academic Articles with their Reference InformationCode1
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase ExtractionCode1
Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical StudyCode1
Capturing Global Informativeness in Open Domain Keyphrase ExtractionCode1
UCPhrase: Unsupervised Context-aware Quality Phrase TaggingCode1
PromptRank: Unsupervised Keyphrase Extraction Using PromptCode1
KPEval: Towards Fine-Grained Semantic-Based Keyphrase EvaluationCode1
Learning Rich Representation of Keyphrases from TextCode1
Enhancing In-Context Learning with Answer Feedback for Multi-Span Question AnsweringCode1
Keyphrase Extraction from Scientific Articles via Extractive SummarizationCode1
LongKey: Keyphrase Extraction for Long DocumentsCode1
Open Domain Web Keyphrase Extraction Beyond Language ModelingCode1
Persian Keyphrase Generation Using Sequence-to-Sequence ModelsCode1
UIUC_BioNLP at SemEval-2021 Task 11: A Cascade of Neural Models for Structuring Scholarly NLP ContributionsCode1
Wizard of Search Engine: Access to Information Through Conversations with Search EnginesCode1
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global ContextCode1
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained GenerationCode1
A Preliminary Empirical Study on Prompt-based Unsupervised Keyphrase Extraction—0
Bayesian Text Segmentation for Index Term Identification and Keyphrase Extraction—0
A Hybrid Approach to Generation of Missing Abstracts in Biomedical Literature—0
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises—0
Detecting Relevant Information in High-Volume Chat Logs: Keyphrase Extraction for Grooming and Drug Dealing Forensic Analysis—0
DivGraphPointer: A Graph Pointer Network for Extracting Diverse Keyphrases—0
DKPro Keyphrases: Flexible and Reusable Keyphrase Extraction Experiments—0
Duration modeling with semi-Markov Conditional Random Fields for keyphrase extraction—0
Deep Keyphrase Completion—0
Applying Transformer-based Text Summarization for Keyphrase Generation—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
Automatic Keyphrase Extraction: A Survey of the State of the Art—0
Inflo: News Categorization and Keyphrase Extraction for Implementation in an Aggregation System—0
Counting What Counts: Decompounding for Keyphrase Extraction—0
Context or No Context? A preliminary exploration of human-in-the-loop approach for Incremental Temporal Summarization in meetings—0
Automated Annotation of Scientific Texts for ML-based Keyphrase Extraction and Validation—0
Evaluating anaphora and coreference resolution to improve automatic keyphrase extraction—0
Etat de l'art des m\'ethodes d'apprentissage profond pour l'extraction automatique de termes-cl\'es (State of the art of deep learning methods for automatic keyphrase extraction )—0
Exploiting and Evaluating a Supervised, Multilanguage Keyphrase Extraction pipeline for under-resourced languages—0
Exploiting Position and Contextual Word Embeddings for Keyphrase Extraction from Scientific Papers—0
Exploring Fine-tuned Generative Models for Keyphrase Selection: A Case Study for Russian—0
Extracting Discriminative Keyphrases with Learned Semantic Hierarchies—0
EntropyRank: Unsupervised Keyphrase Extraction via Side-Information Optimization for Language Model-based Text Compression—0
Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction—0
GPKEX: Genetically Programmed Keyphrase Extraction from Croatian Texts—0
Enhancing Phrase Representation by Information Bottleneck Guided Text Diffusion Process for Keyphrase Extraction—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