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Unsupervised Keyphrase Extraction with Multipartite Graphs

arXiv 1803.08721 ↗First posted 23 Mar 2018cs.IR cs.CLcited by 50

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Abstract (arXiv)

We propose an unsupervised keyphrase extraction model that encodes topical information within a multipartite graph structure. Our model represents keyphrase candidates and topics in a single graph and exploits their mutually reinforcing relationship to improve candidate ranking. We further introduce a novel mechanism to incorporate keyphrase selection preferences into the model. Experiments conducted on three widely used datasets show significant improvements over state-of-the-art graph-based models.

Key facts. Cited by 50 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Mar 2018.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 13; 2022: 12; 2023: 9; 2024: 7; 2025: 4; 2026: 5.

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  1. 2024Modality-Fair Preference Optimization for Trustworthy MLLM Alignmentcited by 26
  2. 2024Bringing Generative AI to Adaptive Learning in Educationcited by 24
  3. 2021Keyphrase Generation for Scientific Document Retrievalcited by 23
  4. 2021MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase Extractioncited by 20
  5. 2021Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Contextcited by 17
  6. 2022Retrieval-Augmented Multilingual Keyphrase Generation with Retriever-Generator Iterative Trainingcited by 16
  7. 2023From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Surveycited by 14
  8. 2022Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical Studycited by 13
  9. 2021Redefining Absent Keyphrases and their Effect on Retrieval Effectivenesscited by 11
  10. 2021Word-level Human Interpretable Scoring Mechanism for Novel Text Detection Using Tsetlin Machinescited by 10
  11. 2022Ask to Know More: Generating Counterfactual Explanations for Fake Claimscited by 8
  12. 2023Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence Modelscited by 8
38 more
  1. 2022Out of Thin Air: Is Zero-Shot Cross-Lingual Keyword Detection Better Than Unsupervised?cited by 7
  2. 2021KPDrop: Improving Absent Keyphrase Generationcited by 6
  3. 2022A Large-Scale Dataset for Biomedical Keyphrase Generationcited by 6
  4. 2021Phraseformer: Multimodal Key-phrase Extraction using Transformer and Graph Embeddingcited by 4
  5. 2022Keyword Extraction from Short Texts with a Text-To-Text Transfer Transformercited by 4
  6. 2023KPEval: Towards Fine-Grained Semantic-Based Keyphrase Evaluationcited by 4
  7. 2023Large Language Models as Zero-Shot Keyphrase Extractors: A Preliminary Empirical Studycited by 4
  8. 2024Unsupervised Domain Adaptation for Keyphrase Generation using Citation Contextscited by 4
  9. 2022Keyword Extraction in Scientific Documentscited by 3
  10. 2023Theme-driven Keyphrase Extraction to Analyze Social Media Discoursecited by 3
  11. 2024On Leveraging Encoder-only Pre-trained Language Models for Effective Keyphrase Generationcited by 3
  12. 2024A Preliminary Empirical Study on Prompt-based Unsupervised Keyphrase Extractioncited by 3
  13. 2021Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extractioncited by 2
  14. 2023Enhancing Phrase Representation by Information Bottleneck Guided Text Diffusion Process for Keyphrase Extractioncited by 2
  15. 2026Utilizing Cognitive Signals Generated during Human Reading to Enhance Keyphrase Extraction from Microblogscited by 2
  16. 2021FRAKE: Fusional Real-time Automatic Keyword Extractioncited by 1
  17. 2024Self-Compositional Data Augmentation for Scientific Keyphrase Generationcited by 1
  18. 2025ConExion: Concept Extraction with Large Language Modelscited by 1
  19. 2025MAPEX: A Multi-Agent Pipeline for Keyphrase Extractioncited by 1
  20. 2021SINGA-Easy: An Easy-to-Use Framework for MultiModal Analysiscited by 0
  21. 2021VisualTextRank: Unsupervised Graph-based Content Extraction for Automating Ad Text to Image Searchcited by 0
  22. 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generationcited by 0
  23. 2021Multi-Document Keyphrase Extraction: Dataset, Baselines and Reviewcited by 0
  24. 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectorscited by 0
  25. 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networkscited by 0
  26. 2022Explanation-Guided Fairness Testing through Genetic Algorithmcited by 0
  27. 2022Using Graph Neural Networks for Program Terminationcited by 0
  28. 2022Keywords for Biascited by 0
  29. 2023Applying unsupervised keyphrase methods on concepts extracted from discharge sheetscited by 0
  30. 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGramcited by 0
  31. 2023Unsupervised Open-domain Keyphrase Generationcited by 0
  32. 2024Cross-Domain Keyword Extraction with Keyness Patternscited by 0
  33. 2025Dynamik: Syntactically-Driven Dynamic Font Sizing for Emphasis of Key Informationcited by 0
  34. 2025ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generationcited by 0
  35. 2026Evaluating the Homogeneity of Keyphrase Prediction Modelscited by 0
  36. 2026Modeling Community Attitude through Reaction Tone: A Human-AI Collaborative Framework for Evaluating LLM Alignment with Linguistic Behaviors in Online Communitiescited by 0
  37. 2026Meaning in Order, Order in Meaning: Semantic R-precision for Keyphrase Evaluationcited by 0
  38. 2026Semantic Networks as Clues: A Theoretical Foundation and Process Optimization for Semantic Network Constructioncited by 0