Citation Recommendation

26 papers with code • 10 benchmarks • 9 datasets

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Most implemented papers

Multilevel Text Alignment with Cross-Document Attention

XuhuiZhou/CDA EMNLP 2020

Text alignment finds application in tasks such as citation recommendation and plagiarism detection.

Recommendations for Item Set Completion: On the Semantics of Item Co-Occurrence With Data Sparsity, Input Size, and Input Modalities

lgalke/aae-recommender 10 May 2021

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.

Citation Recommendation for Research Papers via Knowledge Graphs

arthurbra/citation-recommendation-kg 10 Jun 2021

Citation recommendation for research papers is a valuable task that can help researchers improve the quality of their work by suggesting relevant related work.

Context-Aware Legal Citation Recommendation using Deep Learning

TUMLegalTech/bva-citation-prediction 20 Jun 2021

Lawyers and judges spend a large amount of time researching the proper legal authority to cite while drafting decisions.

ACM-CR: A Manually Annotated Test Collection for Citation Recommendation

boudinfl/acm-cr 17 Aug 2021

Our test collection and code to replicate experiments are available at https://github. com/boudinfl/acm-cr

Local Citation Recommendation with Hierarchical-Attention Text Encoder and SciBERT-based Reranking

nianlonggu/Local-Citation-Recommendation 2 Dec 2021

The goal of local citation recommendation is to recommend a missing reference from the local citation context and optionally also from the global context.

Improving Wikipedia Verifiability with AI

facebookresearch/side 8 Jul 2022

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.

Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation

zoranmedic/mdcr sdp (COLING) 2022

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 different scientific fields and contains challenging candidate pools.

Legal Case Document Similarity: You Need Both Network and Text

law-ai/document-similarity 26 Sep 2022

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.

unarXive 2022: All arXiv Publications Pre-Processed for NLP, Including Structured Full-Text and Citation Network

IllDepence/unarXive 27 Mar 2023

Large-scale data sets on scholarly publications are the basis for a variety of bibliometric analyses and natural language processing (NLP) applications.