Chunking 벤치마크

Chunking on CoNLL 2000

18개 결과 · ⬇ CSV · JSON

Exact Span F1

Rank	Model	Exact Span F1	Extra Training Data	Paper	Code	Year
1	ACE	97.3		Automated Concatenation of Embeddings for Structured Prediction	Alibaba-NLP/ACE · zhaoyuesun/phee	2020
2	BERT-CRF (Replicated in AdaSeq)	97.18		Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning	modelscope/adaseq · modelscope/AdaSeq · Alibaba-NLP/CLNER	2021
3	ELMo + MAT + Multi-Task	97.04	✓	Enhance Robustness of Sequence Labelling with Masked Adversarial Training		2020
4	CVT+Multi-Task+Large	96.98	✓	Cross-View Training for Semi-Supervised Learning		2018
5	ELMo + Multi-Task	96.83	✓	Cross-View Training for Semi-Supervised Learning		2018
6	Flair	96.72	✓	Contextual String Embeddings for Sequence Labeling	zalandoresearch/flair	2018
7	SeqVAT	95.45		SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling		2020
8	Adversarial Training	95.25		Robust Multilingual Part-of-Speech Tagging via Adversarial Training	michiyasunaga/pos_adv	2017
9	BiLSTM-CRF	95.18		Robust Multilingual Part-of-Speech Tagging via Adversarial Training	michiyasunaga/pos_adv	2017
10	ACE	97.3		Automated Concatenation of Embeddings for Structured Prediction	Alibaba-NLP/ACE · zhaoyuesun/phee	2020
11	BERT-CRF (Replicated in AdaSeq)	97.18		Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning	modelscope/adaseq · modelscope/AdaSeq · Alibaba-NLP/CLNER	2021
12	ELMo + MAT + Multi-Task	97.04	✓	Enhance Robustness of Sequence Labelling with Masked Adversarial Training		2020
13	CVT+Multi-Task+Large	96.98	✓	Cross-View Training for Semi-Supervised Learning		2018
14	ELMo + Multi-Task	96.83	✓	Cross-View Training for Semi-Supervised Learning		2018
15	Flair	96.72	✓	Contextual String Embeddings for Sequence Labeling	zalandoresearch/flair	2018
16	SeqVAT	95.45		SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling		2020
17	Adversarial Training	95.25		Robust Multilingual Part-of-Speech Tagging via Adversarial Training	michiyasunaga/pos_adv	2017
18	BiLSTM-CRF	95.18		Robust Multilingual Part-of-Speech Tagging via Adversarial Training	michiyasunaga/pos_adv	2017