ResearchBenchmarksCause Extraction on ECF (official split)Cause Extraction on ECF (official split)Follow69.28PrecisionRPCL54.335258.215162.09565.9749Jun 17, 2026Evaluation resultsMethodMethodLinksPrecisionRecallF1 ScoreRPCLModalities=T+A+VModalities=T+A+V2026.0669.2876.3972.65MECPE-2SModalities=T+AModalities=T+A2026.0667.2573.9170.27HiLoModalities=T+A+VModalities=T+A+V2026.0665.7280.3172.28HeuristicModalities=T+A+VModalities=T+A+V2026.0654.9150.2852.44