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Citation Intent Classification on SciCite

88.93Macro F1

ImpactCite

Updated 1mo ago

Evaluation Results

Method	Links
ImpactCite 2025.05		88.93
SS-CGAN + SciBERT 2025.05		88.74
SS-CGAN + XLNet 2025.05		87.61
CitePrompt 2025.05		86.33
VarMAE 2025.05		86.32
SciBERT Finetune 2025.05		85.49
BiLSTM-Attn w/ ELMo + both scaffolds 2019.04		84
BiLSTM-Attn w/ ELMo + both scaffolds 2025.05		84
BiLSTM-Attn w/ ELMo 2019.04		82.6
Jurgens et al. 2019.04		79.6
BiLSTM-Attn + both scaffolds 2019.04		79.1
BiLSTM-Attn + citation worthiness scaffold 2019.04		78.1
BiLSTM-Attn + section title scaffold 2019.04		77.8
BiLSTM-Attn 2019.04		77.2