📊 Showing 5 results | 📏 Metric: F1 score
Rank | Model | Paper | F1 score | Date | Code |
---|---|---|---|---|---|
1 | ACE | Automated Concatenation of Embeddings for Structured Prediction | 97.30 | 2020-10-10 | 📦 Alibaba-NLP/ACE 📦 zhaoyuesun/phee |
2 | JMT | A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks | 95.77 | 2016-11-05 | 📦 rubythonode/joint-many-task-model 📦 hassyGo/charNgram2vec |
3 | IntNet + BiLSTM-CRF | Learning Better Internal Structure of Words for Sequence Labeling | 95.29 | 2018-10-29 | - |
4 | NCRF++ | NCRF++: An Open-source Neural Sequence Labeling Toolkit | 95.06 | 2018-06-14 | 📦 jiesutd/PyTorchSeqLabel 📦 jiesutd/NCRFpp 📦 jiesutd/Text-Attention-Heatmap-Visualization |
5 | BI-LSTM-CRF (Senna) (ours) | Bidirectional LSTM-CRF Models for Sequence Tagging | 94.46 | 2015-08-09 | 📦 determined22/zh-ner-tf 📦 guillaumegenthial/tf_ner 📦 baiyang2464/chatbot-base-on-Knowledge-Graph |