ResearchBenchmarksTemporal Relation Extraction on TDDAutoTemporal Relation Extraction on TDDAutoFollow80.7F1 ScoreCPTRE50.64458.44766.2574.053Mar 24, 2026Evaluation resultsMethodMethodLinksF1 ScoreCPTREPLM=BERT-basePLM=BERT-base2026.0380.7TIMERSPLM=BERT-LargePLM=BERT-Large2026.0371.1WISTERIAPLM=BERT-basePLM=BERT-base2026.0370.9DTREPLM=BERT-basePLM=BERT-base2026.0370.2MuLCoPLM=BERT-basePLM=BERT-base2026.0366.2BERT-basedPLM=BERT-basePLM=BERT-base2026.0362.3BiLSTMPLM=word2vecPLM=word2vec2026.0351.8