ResearchBenchmarksMotivation Classification on ACL Algorithm Sentences Raw (10-fold cross-val)Motivation Classification on ACL Algorithm Sentences Raw (10-fold cross-val)Follow73.16Macro PrecisionSciBERT69.93670.77371.6172.447Jun 29, 2026Evaluation resultsMethodMethodLinksMacro PrecisionMacro RecallMacro F1 ScoreSciBERTvalidation_protocol=10...validation_protocol=10-fold cross-validation2026.0673.1673.3272.94T5validation_protocol=10...validation_protocol=10-fold cross-validation2026.0670.8573.3571.51BERTvalidation_protocol=10...validation_protocol=10-fold cross-validation2026.0670.2172.7570.87XLNetvalidation_protocol=10...validation_protocol=10-fold cross-validation2026.0670.0673.7671.19