Citation Recommendation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

10 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 30 papers with code (55 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• HybridCite: A Hybrid Model for Context-Aware Citation Recommendation
  15 Feb 2020 3 repositories listed
  The process of recommending citations for citation contexts is called local citation recommendation and is the focus of this paper.
• CDLM: Cross-Document Language Modeling
  2 Jan 2021 2 repositories listed
  We introduce a new pretraining approach geared for multi-document language modeling, incorporating two key ideas into the masked language modeling self-supervised objective.
• Invariant Link Selector for Spatial-Temporal Out-of-Distribution Problem
  30 May 2025 1 repository listed
  In the era of foundation models, Out-of- Distribution (OOD) problems, i.
• CiteBART: Learning to Generate Citations for Local Citation Recommendation
  23 Dec 2024 1 repository listed Syntology ran 0 of 16 samples · 16 unverified
  In the local context-only base scheme (CiteBART-Base), the citation token in a local context is masked to learn to predict the citation.
• SymTax: Symbiotic Relationship and Taxonomy Fusion for Effective Citation Recommendation
  26 May 2024 1 repository listed
  We conduct extensive experiments and ablation studies to demonstrate the effectiveness and design choice of each module in our framework.
• ILCiteR: Evidence-grounded Interpretable Local Citation Recommendation
  13 Mar 2024 1 repository listed
  We contribute a novel dataset for the evidence-grounded local citation recommendation task and demonstrate the efficacy of our proposed conditional neural rank-ensembling approach for re-ranking evidence spans.
• Recommending Missed Citations Identified by Reviewers: A New Task, Dataset and Baselines
  4 Mar 2024 1 repository listed Syntology ran 8 of 8 samples · 0 unverified · 8 pointer-only (licence)
  To help improve citations of full papers, we first define a novel task of Recommending Missed Citations Identified by Reviewers (RMC) and construct a corresponding expert-labeled dataset called CitationR.
• Citation Recommendation on Scholarly Legal Articles
  10 Nov 2023 1 repository listed
  Citation recommendation is the task of finding appropriate citations based on a given piece of text.
• Paragraph-level Citation Recommendation based on Topic Sentences as Queries
  20 May 2023 1 repository listed
  Citation recommendation (CR) models may help authors find relevant articles at various stages of the paper writing process.
• unarXive 2022: All arXiv Publications Pre-Processed for NLP, Including Structured Full-Text and Citation Network
  27 Mar 2023 1 repository listed
  Large-scale data sets on scholarly publications are the basis for a variety of bibliometric analyses and natural language processing (NLP) applications.
• Legal Case Document Similarity: You Need Both Network and Text
  26 Sep 2022 1 repository listed
  Our experiments establish that our proposed network-based methods significantly improve the correlation with domain experts' opinion when compared to the existing methods for network-based legal document similarity.
• Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation
  12 Sep 2022 1 repository listed
  As a remedy for the limitations of the existing benchmarks, we propose a new benchmark dataset for evaluating scientific article representations: Multi-Domain Citation Recommendation dataset (MDCR), which covers…
• Improving Wikipedia Verifiability with AI
  8 Jul 2022 1 repository listed
  Hence, maintaining and improving the quality of Wikipedia references is an important challenge and there is a pressing need for better tools to assist humans in this effort.
• NLPOP: a Dataset for Popularity Prediction of Promoted NLP Research on Twitter
  1 May 2022 1 repository listed
  Twitter has slowly but surely established itself as a forum for disseminating, analysing and promoting NLP research.
• Local Citation Recommendation with Hierarchical-Attention Text Encoder and SciBERT-based Reranking
  2 Dec 2021 1 repository listed
  The goal of local citation recommendation is to recommend a missing reference from the local citation context and optionally also from the global context.
• ACM-CR: A Manually Annotated Test Collection for Citation Recommendation
  17 Aug 2021 1 repository listed
  Our test collection and code to replicate experiments are available at https://github.
• Context-Aware Legal Citation Recommendation using Deep Learning
  20 Jun 2021 1 repository listed
  Lawyers and judges spend a large amount of time researching the proper legal authority to cite while drafting decisions.
• Citation Recommendation for Research Papers via Knowledge Graphs
  10 Jun 2021 1 repository listed
  Citation recommendation for research papers is a valuable task that can help researchers improve the quality of their work by suggesting relevant related work.
• Task Definition and Integration For Scientific-Document Writing Support
  1 Jun 2021 1 repository listed
  Then, we create a dataset of academic papers that can be used for the evaluation of each task as well as a series of these tasks.
• Recommendations for Item Set Completion: On the Semantics of Item Co-Occurrence With Data Sparsity, Input Size, and Input Modalities
  10 May 2021 1 repository listed
  In conclusion, it is crucial to consider the semantics of the item co-occurrence for the choice of an appropriate recommendation model and carefully decide which metadata to exploit.
• Improved Local Citation Recommendation Based on Context Enhanced with Global Information
  1 Nov 2020 1 repository listed
  Local citation recommendation aims at finding articles relevant for given citation context.
• Multilevel Text Alignment with Cross-Document Attention
  3 Oct 2020 1 repository listed
  Text alignment finds application in tasks such as citation recommendation and plagiarism detection.
• Semantic Modelling of Citation Contexts for Context-aware Citation Recommendation
  8 Apr 2020 1 repository listed
  New research is being published at a rate, at which it is infeasible for many scholars to read and assess everything possibly relevant to their work.
• unarXive: A Large Scholarly Data Set with Publications' Full-Text, Annotated In-Text Citations, and Links to Metadata
  2 Mar 2020 1 repository listed
  The data set, which is made freely available for research purposes, not only can enhance the future evaluation of research paper-based and citation context-based approaches, but also serve as a basis for new ways to…
• Citation Recommendation: Approaches and Datasets
  17 Feb 2020 1 repository listed
  In recent years, several approaches and evaluation data sets have been presented.
• Multi-Modal Adversarial Autoencoders for Recommendations of Citations and Subject Labels
  22 Jul 2019 1 repository listed
  We present multi-modal adversarial autoencoders for recommendation and evaluate them on two different tasks: citation recommendation and subject label recommendation.
• A Context-Aware Citation Recommendation Model with BERT and Graph Convolutional Networks
  15 Mar 2019 1 repository listed
  Many researchers have utilized the text data called the context sentence, which surrounds the citation tag, and the metadata of the target paper to find the appropriate cited research.
• Cross-language Citation Recommendation via Hierarchical Representation Learning on Heterogeneous Graph
  31 Dec 2018 1 repository listed
  While the volume of scholarly publications has increased at a frenetic pace, accessing and consuming the useful candidate papers, in very large digital libraries, is becoming an essential and challenging task for…
• hyperdoc2vec: Distributed Representations of Hypertext Documents
  10 May 2018 1 repository listed
  Hypertext documents, such as web pages and academic papers, are of great importance in delivering information in our daily life.
• Content-Based Citation Recommendation
  22 Feb 2018 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  We present a content-based method for recommending citations in an academic paper draft.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.