[ { "F1 score": 96.72, "code_links": [ { "title": "zalandoresearch/flair", "url": "https://github.com/zalandoresearch/flair" } ], "date": "2018-08-01", "date2": 20180801, "model": "Flair embeddings", "paper": { "title": "Contextual String Embeddings for Sequence Labeling", "url": "https://cknow.io/lib/62110e2244f49323" }, "paper_data_uoa": "62110e2244f49323" }, { "F1 score": 95.77, "code_links": [ { "title": "rubythonode/joint-many-task-model", "url": "https://github.com/rubythonode/joint-many-task-model" }, { "title": "hassyGo/charNgram2vec", "url": "https://github.com/hassyGo/charNgram2vec" } ], "date": "2016-11-05", "date2": 20161105, "model": "JMT", "paper": { "title": "A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks", "url": "https://cknow.io/lib/1cb895648ea08015" }, "paper_data_uoa": "1cb895648ea08015" }, { "F1 score": 95.57, "code_links": [], "date": "2016-08-01", "date2": 20160801, "model": "Low supervision", "paper": { "title": "Deep multi-task learning with low level tasks supervised at lower layers", "url": "https://cknow.io/lib/88999e402f278925" }, "paper_data_uoa": "88999e402f278925" }, { "F1 score": 95.29, "code_links": [], "date": "2018-10-29", "date2": 20181029, "model": "IntNet + BiLSTM-CRF", "paper": { "title": "Learning Better Internal Structure of Words for Sequence Labeling", "url": "https://cknow.io/lib/1ec442c8115f45ee" }, "paper_data_uoa": "1ec442c8115f45ee" }, { "F1 score": 95.06, "code_links": [ { "title": "jiesutd/NCRFpp", "url": "https://github.com/jiesutd/NCRFpp" }, { "title": "jiesutd/PyTorchSeqLabel", "url": "https://github.com/jiesutd/PyTorchSeqLabel" } ], "date": "2018-06-14", "date2": 20180614, "model": "NCRF++", "paper": { "title": "NCRF++: An Open-source Neural Sequence Labeling Toolkit", "url": "https://cknow.io/lib/6bf0d4cfd83a7d26" }, "paper_data_uoa": "6bf0d4cfd83a7d26" } ]