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
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 Models—0
Attention-Seeker: Dynamic Self-Attention Scoring for Unsupervised Keyphrase ExtractionCode0
Exploring Fine-tuned Generative Models for Keyphrase Selection: A Case Study for Russian—0
Pre-Trained Language Models for Keyphrase Prediction: A Review—0
A Preliminary Empirical Study on Prompt-based Unsupervised Keyphrase Extraction—0
An efficient domain-independent approach for supervised keyphrase extraction and ranking—0
NORMY: Non-Uniform History Modeling for Open Retrieval Conversational Question AnsweringCode0
Large Language Models as Zero-Shot Keyphrase Extractors: A Preliminary Empirical StudyCode1
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
Automated Annotation of Scientific Texts for ML-based Keyphrase Extraction and Validation—0
BibRank: Automatic Keyphrase Extraction Platform Using~MetadataCode0
SimCKP: Simple Contrastive Learning of Keyphrase RepresentationsCode1
Detecting Relevant Information in High-Volume Chat Logs: Keyphrase Extraction for Grooming and Drug Dealing Forensic Analysis—0
Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP—0
EntropyRank: Unsupervised Keyphrase Extraction via Side-Information Optimization for Language Model-based Text Compression—0
Enhancing Phrase Representation by Information Bottleneck Guided Text Diffusion Process for Keyphrase Extraction—0
Enhancing In-Context Learning with Answer Feedback for Multi-Span Question AnsweringCode1
Enhancing Keyphrase Extraction from Long Scientific Documents using Graph EmbeddingsCode0
PromptRank: Unsupervised Keyphrase Extraction Using PromptCode1
KPEval: Towards Fine-Grained Semantic-Based Keyphrase EvaluationCode1
MUG: A General Meeting Understanding and Generation BenchmarkCode0
Overview of the ICASSP 2023 General Meeting Understanding and Generation Challenge (MUG)—0
W2KPE: Keyphrase Extraction with Word-Word Relation—0
Theme-driven Keyphrase Extraction to Analyze Social Media Discourse—0
TA-DA: Topic-Aware Domain Adaptation for Scientific Keyphrase Identification and Classification (Student Abstract)—0
Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical StudyCode1
PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase ExtractionCode2
Duration modeling with semi-Markov Conditional Random Fields for keyphrase extraction—0
Improving Keyphrase Extraction with Data Augmentation and Information Filtering—0
Applying Transformer-based Text Summarization for Keyphrase Generation—0
Combining keyphrase extraction and lexical diversity to characterize ideas in publication titles—0
Keyword Extraction in Scientific Documents—0
Query-Based Keyphrase Extraction from Long DocumentsCode0
Hyperbolic Relevance Matching for Neural Keyphrase ExtractionCode1
LDKP: A Dataset for Identifying Keyphrases from Long Scientific Documents—0
Supervised and Unsupervised Categorization of an Imbalanced Italian Crime News Dataset—0
Unsupervised Keyphrase Extraction via Interpretable Neural NetworksCode0
Topic Aware Contextualized Embeddings for High Quality Phrase ExtractionCode0
Learning Rich Representation of Keyphrases from TextCode1
Enhancing Keyphrase Extraction from Academic Articles with their Reference InformationCode1
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase Extraction—0
Unsupervised Keyphrase Extraction via Interpretable Neural Networks—0
Keyphrase Extraction Using Neighborhood Knowledge Based on Word Embeddings—0
Keyphrase Extraction with Incomplete Annotated Training Data—0
Context or No Context? A preliminary exploration of human-in-the-loop approach for Incremental Temporal Summarization in meetings—0
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross AttentionsCode1
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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