ResearchBenchmarksTemporal Relation Extraction on TDDManTemporal Relation Extraction on TDDManFollow56.8F1 ScoreCPTRE2331.77540.5549.325Mar 24, 2026Evaluation resultsMethodMethodLinksF1 ScoreCPTREPLM=BERT-basePLM=BERT-base2026.0356.8DTREPLM=BERT-basePLM=BERT-base2026.0350WISTERIAPLM=BERT-basePLM=BERT-base2026.0349.73MuLCoPLM=BERT-basePLM=BERT-base2026.0347.3TIMERSPLM=BERT-LargePLM=BERT-Large2026.0345.5BERT-basedPLM=BERT-basePLM=BERT-base2026.0337.5BiLSTMPLM=word2vecPLM=word2vec2026.0324.3