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Open Information Extraction on OIE 2016 (test)

69.42F1SpanOIE_prev
11.315226.400141.48556.5699Jan 30, 2019Nov 6, 2019Aug 12, 2020May 19, 2021Feb 23, 2022Nov 30, 2022Sep 7, 2023

Evaluation results

MethodLinks
SpanOIE_prevtraining_source=OpenIE4 extractions with confidence score > 0.92019.0169.420.491——
SpanOIEType=Tagging-based2023.0969.4———
SpanOIE2019.0168.650.489——
BIO2019.0168.550.462——
LLAMA-2-70BStrategy=Selected Demo & Uncertainty2023.0965.8—68.963
OpenIE6Speed (Sentences/sec.)=31.7, Components=CIGL-OIE + IGL-CA2020.1065.648.4——
GPT-3.5-TURBOStrategy=Selected Demo & Uncertainty2023.0965.1—61.669.1
LLAMA-2-70BStrategy=Selected Demo2023.0964.8—68.461.6
LLAMA-2-70BStrategy=Fixed Demo2023.0963.7—57.571.3
GPT-3.5-TURBOStrategy=Selected Demo2023.0963.1—59.567
GPT-3.5-TURBOStrategy=Fixed Demo2023.0962.5—60.664.5
ClausIESpeed (Sentences/sec.)=42020.106138——
OpenIE4Type=Rule-based2023.0960———
OpenIE5Speed (Sentences/sec.)=3.12020.1059.939.9——
CIGL-OIESpeed (Sentences/sec.)=1422020.1059.240——
OpenIE42019.0158.830.408——
ClausIE2019.0158.010.364——
IMoJIESpeed (Sentences/sec.)=2.62020.1056.839.6——
RnnOIESpeed (Sentences/sec.)=149.22020.105632——
IGL-OIESpeed (Sentences/sec.)=1422020.105536——
PropS2019.0154.380.32——
OpenIE4Speed (Sentences/sec.)=20.12020.1054.337.1——
SpanOIESpeed (Sentences/sec.)=19.42020.1054———
Cui et al.Speed (Sentences/sec.)=11.52020.1053.537——
MinIESpeed (Sentences/sec.)=8.92020.1052.3———
GPT-3.5-TURBOStrategy=Vanilla2023.0945.9—41.551.3
OLLIE2019.0138.580.202——
LLAMA-2-13BStrategy=Selected Demo & Uncertainty2023.0936.9—41.133.5
LLAMA-2-13BStrategy=Selected Demo2023.0936.2—40.732.6
LLAMA-2-13BStrategy=Fixed Demo2023.0933.7—37.530.6
SenseOIE2020.1031.1———
Stanford2019.0113.550.079——
Seq2seq OIE2019.01—0.473——