mlsanityData to 7 Oct 2026

Keyphrase Generation for Scientific Document Retrieval

arXiv 2106.14726 ↗First posted 28 Jun 2021cs.IR cs.CLcited by 23

Not on the map. Why?

Abstract (arXiv)

Sequence-to-sequence models have lead to significant progress in keyphrase generation, but it remains unknown whether they are reliable enough to be beneficial for document retrieval. This study provides empirical evidence that such models can significantly improve retrieval performance, and introduces a new extrinsic evaluation framework that allows for a better understanding of the limitations of keyphrase generation models. Using this framework, we point out and discuss the difficulties encountered with supplementing documents with -- not present in text -- keyphrases, and generalizing models across domains. Our code is available at https://github.com/boudinfl/ir-using-kg

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). Builds on 12 of its 49 references that are in the map. First posted on arXiv 28 Jun 2021.

Builds on

12 of 49 references.

References · 12

  1. 2014Neural Machine Translation by Jointly Learning to Align and Translatecited by 4,530
  2. 2014Sequence to Sequence Learning with Neural Networkscited by 2,974
  3. 2018AllenNLP: A Deep Semantic Natural Language Processing Platformcited by 347
  4. 2019Document Expansion by Query Predictioncited by 225
  5. 2016Incorporating Copying Mechanism in Sequence-to-Sequence Learningcited by 217
  6. 2016Modeling Coverage for Neural Machine Translationcited by 110
  7. 2017Deep Keyphrase Generationcited by 102
  8. 2014Growth rates of modern science: A bibliometric analysis based on the number of publications and cited referencescited by 63
  9. 2018Unsupervised Keyphrase Extraction with Multipartite Graphscited by 50
  10. 2018Keyphrase Generation with Correlation Constraintscited by 45
  11. 2019Critically Examining the "Neural Hype": Weak Baselines and the Additivity of Effectiveness Gains from Neural Ranking Modelscited by 24
  12. 2016Keyphrase Annotation with Graph Co-Rankingcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 2; 2022: 4; 2023: 4; 2024: 5; 2025: 5; 2026: 3.

23 papers.

Sort:

By area:

  1. 2022Representation Learning for Resource-Constrained Keyphrase Generationcited by 14
  2. 2023From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Surveycited by 14
  3. 2022Applying a Generic Sequence-to-Sequence Model for Simple and Effective Keyphrase Generationcited by 13
  4. 2022Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical Studycited by 13
  5. 2025Scientific Paper Retrieval with LLM-Guided Semantic-Based Rankingcited by 10
  6. 2023Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence Modelscited by 8
  7. 2021KPDrop: Improving Absent Keyphrase Generationcited by 6
  8. 2022A Large-Scale Dataset for Biomedical Keyphrase Generationcited by 6
  9. 2024Unsupervised Domain Adaptation for Keyphrase Generation using Citation Contextscited by 4
  10. 2024On Leveraging Encoder-only Pre-trained Language Models for Effective Keyphrase Generationcited by 3
  11. 2024Pre-Trained Language Models for Keyphrase Prediction: A Reviewcited by 3
  12. 2024One2set + Large Language Model: Best Partners for Keyphrase Generationcited by 3
11 more
  1. 2021Deep Keyphrase Completioncited by 1
  2. 2023MemSum-DQA: Adapting An Efficient Long Document Extractive Summarizer for Document Question Answeringcited by 1
  3. 2023Neural Keyphrase Generation: Analysis and Evaluationcited by 0
  4. 2024MetaKP: On-Demand Keyphrase Generationcited by 0
  5. 2025Zero-Shot Keyphrase Generation: Investigating Specialized Instructions and Multi-Sample Aggregation on Large Language Modelscited by 0
  6. 2025ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generationcited by 0
  7. 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processingcited by 0
  8. 2025An Analysis of Datasets, Metrics and Models in Keyphrase Generationcited by 0
  9. 2026Evaluating the Homogeneity of Keyphrase Prediction Modelscited by 0
  10. 2026A Multi-Agent Human-LLM Collaborative Framework for Closed-Loop Scientific Literature Summarizationcited by 0
  11. 2026Self-Evolving Search Indexcited by 0