mlsanityData to 13 Oct 2026

Citation Recommendation based on Argumentative Zoning of User Queries

arXiv 2501.18292 ↗First posted 30 Jan 2025cs.IR cs.CL cs.DLcited by 3

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Abstract (arXiv)

Citation recommendation aims to locate the important papers for scholars to cite. When writing the citing sentences, the authors usually hold different citing intents, which are referred to citation function in citation analysis. Since argumentative zoning is to identify the argumentative and rhetorical structure in scientific literature, we want to use this information to improve the citation recommendation task. In this paper, a multi-task learning model is built for citation recommendation and argumentative zoning classification. We also generated an annotated corpus of the data from PubMed Central based on a new argumentative zoning schema. The experimental results show that, by considering the argumentative information in the citing sentence, citation recommendation model will get better performance.

Key facts. Cited by 3 papers in the map (data through 13 Oct 2026). Builds on 11 of its 60 references that are in the map. First posted on arXiv 30 Jan 2025.

Builds on

11 of 60 references.

References · 11

  1. 2017A Survey on Multi-Task Learningcited by 840
  2. 2019Argument Mining for Understanding Peer Reviewscited by 41
  3. 2020Citation Recommendation: Approaches and Datasetscited by 36
  4. 2019A Context-Aware Citation Recommendation Model with BERT and Graph Convolutional Networkscited by 28
  5. 2023CiteSee: Augmenting Citations in Scientific Papers with Persistent and Personalized Historical Contextcited by 22
  6. 2019Claim Extraction in Biomedical Publications using Deep Discourse Model and Transfer Learningcited by 12
  7. 2019Scientific Discourse Tagging for Evidence Extractioncited by 11
  8. 2019The evolution of argumentation mining: From models to social media and emerging toolscited by 9
  9. 2022A data filling methodology for time series based on CNN and (Bi)LSTM neural networkscited by 4
  10. 2016Recommendation of Scholarly Venues Based on Dynamic User Interestscited by 2
  11. 2021Characterizing References from Different Disciplines: A Perspective of Citation Content Analysiscited by 1

Built on by

Cited by year (2026 to 13 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.

  1. 2025Leveraging GANs for citation intent classification and its impact on citation network analysiscited by 0
  2. 2026Enhancing Academic Paper Recommendations Using Fine-Grained Knowledge Entities and Multifaceted Document Embeddingscited by 0
  3. 2026Reading Between the Citations: A Typed Claim Network for Scientific Literaturecited by 0