ResearchBenchmarksScientific Information Extraction on PNCExtract (full)Scientific Information Extraction on PNCExtract (full)Follow44.83PrecisionSCILIRE14.753222.561630.3738.1784Mar 13, 2026Evaluation resultsMethodMethodLinksPrecisionRecallF1 ScoreChrFSCILIREprotocol=ICL (Dynamic)...protocol=ICL (Dynamic), backbone=GPT-5, ICL Setting=large2026.0344.8342.4243.5911.5SCILIREprotocol=Zero-shot, ba...protocol=Zero-shot, backbone=GPT-5, ICL Setting=large2026.0330.6131.731.149.66SciSpaceprotocol=Zero-shotprotocol=Zero-shot2026.0320.323.766.341.43SciSpaceprotocol=ICL (Static)protocol=ICL (Static)2026.0315.912.944.972.16