paper-with-me

Citation Intent Classification 벤치마크

Citation Intent Classification on SciCite

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Macro-F1

82.6 84.31 86.03 87.74 89.46 2018-01 2026-09 Feature-Rich Random Forest — 82.6 (2018-01-01) Feature-Rich Random Forest — 82.6 (2018-01-01) SciBERT — 86.32 (2019-03-26) SciBERT — 86.32 (2019-03-26) Structural-Scaffolds — 84.99 (2019-04-02) Structural-Scaffolds — 84.99 (2019-04-02) ImpactCite — 88.93 (2020-05-05) ImpactCite — 88.93 (2020-05-05) CitePrompt — 86.33 (2023-04-25) CitePrompt — 86.33 (2023-04-25) EnsIntWS — 89.46 (2024-07-18) EnsIntWoS — 88.48 (2024-07-18) EnsIntWS — 89.46 (2024-07-18) EnsIntWoS — 88.48 (2024-07-18) SS-cGAN + SciBERT — 88.74 (2025-05-27) SS-cGAN + SciBERT — 88.74 (2025-05-27) Feature-Rich Random Forest — 82.6 (2018-01-01) SciBERT — 86.32 (2019-03-26) ImpactCite — 88.93 (2020-05-05) EnsIntWS — 89.46 (2024-07-18)
RankModel Macro-F1 Extra Training Data PaperCodeYear
1 EnsIntWS 89.46 Why do you cite? An investigation on citation intents and decision-making classification processes 2024
2 ImpactCite 88.93 ✓ ImpactCite: An XLNet-based method for Citation Impact Analysis DominiqueMercier/ImpactCite 2020
3 SS-cGAN + SciBERT 88.74 Leveraging GANs for citation intent classification and its impact on citation network analysis davialvb/intent-citation-network 2025
4 EnsIntWoS 88.48 Why do you cite? An investigation on citation intents and decision-making classification processes 2024
5 CitePrompt 86.33 CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers avisheklahiri/citeprompt 2023
6 SciBERT 86.32 ✓ SciBERT: A Pretrained Language Model for Scientific Text allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3 2019
7 Structural-Scaffolds 84.99 ✓ Structural Scaffolds for Citation Intent Classification in Scientific Publications allenai/scicite 2019
8 Feature-Rich Random Forest 82.6 Measuring the Evolution of a Scientific Field through Citation Frames davidjurgens/citation-function 2018
9 EnsIntWS 89.46 Why do you cite? An investigation on citation intents and decision-making classification processes 2024
10 ImpactCite 88.93 ✓ ImpactCite: An XLNet-based method for Citation Impact Analysis DominiqueMercier/ImpactCite 2020
11 SS-cGAN + SciBERT 88.74 Leveraging GANs for citation intent classification and its impact on citation network analysis davialvb/intent-citation-network 2025
12 EnsIntWoS 88.48 Why do you cite? An investigation on citation intents and decision-making classification processes 2024
13 CitePrompt 86.33 CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers avisheklahiri/citeprompt 2023
14 SciBERT 86.32 ✓ SciBERT: A Pretrained Language Model for Scientific Text allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3 2019
15 Structural-Scaffolds 84.99 ✓ Structural Scaffolds for Citation Intent Classification in Scientific Publications allenai/scicite 2019
16 Feature-Rich Random Forest 82.6 Measuring the Evolution of a Scientific Field through Citation Frames davidjurgens/citation-function 2018
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