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
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
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 Generation0
Automated Annotation of Scientific Texts for ML-based Keyphrase Extraction and Validation0
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 Analysis0
Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP0
EntropyRank: Unsupervised Keyphrase Extraction via Side-Information Optimization for Language Model-based Text Compression0
Enhancing Phrase Representation by Information Bottleneck Guided Text Diffusion Process for Keyphrase Extraction0
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 Relation0
Theme-driven Keyphrase Extraction to Analyze Social Media Discourse0
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 extraction0
Improving Keyphrase Extraction with Data Augmentation and Information Filtering0
Applying Transformer-based Text Summarization for Keyphrase Generation0
Combining keyphrase extraction and lexical diversity to characterize ideas in publication titles0
Keyword Extraction in Scientific Documents0
Query-Based Keyphrase Extraction from Long DocumentsCode0
Hyperbolic Relevance Matching for Neural Keyphrase ExtractionCode1
LDKP: A Dataset for Identifying Keyphrases from Long Scientific Documents0
Supervised and Unsupervised Categorization of an Imbalanced Italian Crime News Dataset0
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 Extraction0
Unsupervised Keyphrase Extraction via Interpretable Neural Networks0
Keyphrase Extraction Using Neighborhood Knowledge Based on Word Embeddings0
Keyphrase Extraction with Incomplete Annotated Training Data0
Context or No Context? A preliminary exploration of human-in-the-loop approach for Incremental Temporal Summarization in meetings0
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross AttentionsCode1
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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