Citation Intent Classification on ACL-ARC

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Macro-F1

Rank	Model	Macro-F1	Micro-F1	Extra Training Data	Paper	Code	Year
1	SS-cGAN + SciBERT	81.75	–		Leveraging GANs for citation intent classification and its impact on citation network analysis	davialvb/intent-citation-network	2025
2	CitePrompt	68.39	–		CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers	avisheklahiri/citeprompt	2023
3	Structural-scaffolds	67.9	–	✓	Structural Scaffolds for Citation Intent Classification in Scientific Publications	allenai/scicite	2019
4	BiLSTM-Attention + ELMo	54.6	–	✓	Deep contextualized word representations	flairNLP/flair · dmlc/gluon-nlp · allenai/bilm-tf · +43	2018
5	Feature-rich Random Forest	53.0	–		Measuring the Evolution of a Scientific Field through Citation Frames	davidjurgens/citation-function	2018
6	BiLSTM-Attention	51.8	–		Hierarchical Attention Networks for Document Classification	ematvey/hierarchical-attention-networks	2016
7	SVM	41.0	–		Purpose and Polarity of Citation: Towards NLP-based Bibliometrics		2013
8	VarMAE	Not reported	76.50		VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding		2022
9	SS-cGAN + SciBERT	81.75	–		Leveraging GANs for citation intent classification and its impact on citation network analysis	davialvb/intent-citation-network	2025
10	CitePrompt	68.39	–		CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers	avisheklahiri/citeprompt	2023
11	Structural-scaffolds	67.9	–	✓	Structural Scaffolds for Citation Intent Classification in Scientific Publications	allenai/scicite	2019
12	BiLSTM-Attention + ELMo	54.6	–	✓	Deep contextualized word representations	flairNLP/flair · dmlc/gluon-nlp · allenai/bilm-tf · +43	2018
13	Feature-rich Random Forest	53.0	–		Measuring the Evolution of a Scientific Field through Citation Frames	davidjurgens/citation-function	2018
14	BiLSTM-Attention	51.8	–		Hierarchical Attention Networks for Document Classification	ematvey/hierarchical-attention-networks	2016
15	SVM	41.0	–		Purpose and Polarity of Citation: Towards NLP-based Bibliometrics		2013
16	VarMAE	Not reported	76.50		VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding		2022