Few-shot Relation Classification on FewRel 2.0 benchmark leaderboard · SOTA2 Research

Few-shot Relation Classification on FewRel 2.0

0.6741Accuracy (5-way 1-shot)BERT

Evaluation Results

Method	Links
BERT2019.11		0.6741	0.7857	0.5489	0.6685
KEPLER-Wiki2019.11		0.6723	0.8209	0.5432	0.7101
RoBERTa2019.11		0.6678	0.8184	0.5399	0.7085
KEPLER-Wiki2019.11		0.6641	0.8402	0.5185	0.736
KnowBert-BERT2019.11		0.6605	0.7788	0.5086	0.6719
RoBERTa2019.11		0.6465	0.8276	0.508	0.7184
KnowBert-BERT2019.11		0.644	0.7987	0.5166	0.6971
Our RoBERTa2019.11		0.6322	0.7766	0.4928	0.6597
Our RoBERTa2019.11		0.6198	0.8311	0.4856	0.7219
ERNIE-RoBERTa2019.11		0.5929	0.7291	0.4851	0.6026
ERNIE-BERT2019.11		0.5618	0.6897	0.434	0.5435
KnowBert-RoBERTa2019.11		0.5568	0.7182	0.419	0.5855
ERNIE-RoBERTa2019.11		0.5443	0.8048	0.3797	0.6626
MTB2019.11		0.5213	0.7667	0.4828	0.6975
KnowBert-RoBERTa2019.11		0.5068	0.6604	0.371	0.5113
ERNIE-BERT2019.11		0.494	0.6555	0.3499	0.4968
MTB2019.11		0.4618	0.705	0.3692	0.5517
BERT2019.11		0.4012	0.515	0.2645	0.3693