SOTAVerified

Keyword Extraction

Keyword extraction is tasked with the automatic identification of terms that best describe the subject of a document (Source: Wikipedia).

Papers

Showing 125 of 172 papers

TitleStatusHype
YAKE! Keyword extraction from single documents using multiple local featuresCode2
DRIFT: A Toolkit for Diachronic Analysis of Scientific LiteratureCode1
Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword ExtractionCode1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERTCode1
Open-world Multi-label Text Classification with Extremely Weak SupervisionCode1
SiDi KWS: A Large-Scale Multilingual Dataset for Keyword SpottingCode1
Large-Scale Bidirectional Training for Zero-Shot Image CaptioningCode1
KSW: Khmer Stop Word based Dictionary for Keyword ExtractionCode1
Graph-based Semantical Extractive Text AnalysisCode1
FRAKE: Fusional Real-time Automatic Keyword ExtractionCode1
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase ExtractionCode1
Outline to Story: Fine-grained Controllable Story Generation from Cascaded EventsCode1
AnyTaskTune: Advanced Domain-Specific Solutions through Task-Fine-TuningCode1
A Graph Degeneracy-based Approach to Keyword ExtractionCode0
PSCon: Product Search Through ConversationsCode0
An Improved Method for Class-specific Keyword Extraction: A Case Study in the German Business RegistryCode0
RaKUn: Rank-based Keyword extraction via Unsupervised learning and Meta vertex aggregationCode0
Keywords lie far from the mean of all words in local vector spaceCode0
Literature Retrieval for Precision Medicine with Neural Matching and Faceted SummarizationCode0
Efficient Generation and Processing of Word Co-occurrence Networks Using corpus2graphCode0
ELSKE: Efficient Large-Scale Keyphrase ExtractionCode0
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive SummarizationCode0
sCAKE: Semantic Connectivity Aware Keyword ExtractionCode0
Complex Network based Supervised Keyword ExtractorCode0
Extending Neural Keyword Extraction with TF-IDF tagset matchingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score69.87Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score69.7Unverified
3Phraseformer(BERT, Node2vec)F1 score68.68Unverified
4Phraseformer(BERT, DeepWalk)F1 score68.44Unverified
5FRAKEF1 score58.9Unverified
#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score48.65Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score48.48Unverified
3Phraseformer(BERT, Node2vec)F1 score47.46Unverified
4Phraseformer(BERT, DeepWalk)F1 score47.22Unverified
5FRAKEF1 score37.5Unverified
#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score67.13Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score66.96Unverified
3Phraseformer(BERT, Node2vec)F1 score65.94Unverified
4Phraseformer(BERT, DeepWalk)F1 score65.7Unverified
5FRAKEF1 score54Unverified