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Named Entity Recognition on SEC-filings (test)

57.05Micro-F1GPT2-xl
15.179626.049836.9247.7902May 18, 2023

Evaluation results

MethodLinks
GPT2-xl#Param=1.5B, shot=5-shot2023.0557.05
MetaNER#Param=770M, shot=5-shot2023.0554.87
T5v1.1-large#Param=770M, shot=5-shot2023.0553.44
MetaNER#Param=770M, shot=1-shot2023.0552.07
MetaNER-base#Param=220M, shot=5-shot2023.0551.39
OPT-66B#Param=66B, shot=5-shot2023.0547.01
MetaNER-base#Param=220M, shot=1-shot2023.0546.88
OPT-30B#Param=30B, shot=5-shot2023.0546.52
GPT-Neox-20B#Param=20B, shot=5-shot2023.0545.17
GPT-Neox-20B#Param=20B, shot=1-shot2023.0545.07
OPT-13B#Param=13B, shot=5-shot2023.0543.1
GPT2-xl#Param=1.5B, shot=1-shot2023.0542.83
T5-xxl#Param=11B, shot=5-shot2023.0542.44
T5-xl#Param=3B, shot=5-shot2023.0542.22
T5v1.1-large#Param=770M, shot=1-shot2023.0541.89
OPT-13B#Param=13B, shot=1-shot2023.0541.6
OPT-30B#Param=30B, shot=1-shot2023.0540.83
CONTAINER#Param=345M, shot=5-shot2023.0540.44
GPT-J-6B#Param=6B, shot=1-shot2023.0540.12
GPT-J-6B#Param=6B, shot=5-shot2023.0539.61
OPT-66B#Param=66B, shot=1-shot2023.0539.15
StructShot#Param=345M, shot=5-shot2023.0538.44
NNShot#Param=345M, shot=5-shot2023.0537.86
CONTAINER#Param=345M, shot=1-shot2023.0534.07
T5-xxl#Param=11B, shot=1-shot2023.0532.65
T5-xl#Param=3B, shot=1-shot2023.0530.58
StructShot#Param=345M, shot=1-shot2023.0530.4
NNShot#Param=345M, shot=1-shot2023.0530.19
ProtoNet#Param=345M, shot=5-shot2023.0523.67
ProtoNet#Param=345M, shot=1-shot2023.0516.79