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 161–170 of 172 papers

TitleStatusHype
Task Oriented Conversational Modelling With Subjective KnowledgeCode0
A Graph Degeneracy-based Approach to Keyword ExtractionCode0
Complex Network based Supervised Keyword ExtractorCode0
Keywords lie far from the mean of all words in local vector spaceCode0
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive SummarizationCode0
ELSKE: Efficient Large-Scale Keyphrase ExtractionCode0
TNT-KID: Transformer-based Neural Tagger for Keyword IdentificationCode0
Efficient Generation and Processing of Word Co-occurrence Networks Using corpus2graphCode0
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image dataCode0
Study of keyword extraction techniques for Electric Double Layer Capacitor domain using text similarity indexes: An experimental analysisCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score69.87—Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score69.7—Unverified
3Phraseformer(BERT, Node2vec)F1 score68.68—Unverified
4Phraseformer(BERT, DeepWalk)F1 score68.44—Unverified
5FRAKEF1 score58.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score48.65—Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score48.48—Unverified
3Phraseformer(BERT, Node2vec)F1 score47.46—Unverified
4Phraseformer(BERT, DeepWalk)F1 score47.22—Unverified
5FRAKEF1 score37.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Phraseformer(BERT, ExEm(ft))F1 score67.13—Unverified
2Phraseformer(BERT, ExEm(w2v))F1 score66.96—Unverified
3Phraseformer(BERT, Node2vec)F1 score65.94—Unverified
4Phraseformer(BERT, DeepWalk)F1 score65.7—Unverified
5FRAKEF1 score54—Unverified