slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet

This is the template code to use BERT for sequence lableing and text classification, in order to facilitate BERT for more tasks. Currently, the template code has included conll-2003 named entity identification, Snips Slot Filling and Intent Prediction.

The ATIS (Airline Travel Information System) Dataset

自然语言理解 基准测试 数据集 | Benchmark datasets for Natural Language Understanding (NLU)

Weather-Flight-Bot, a combined model of semantics slot-filling and intent detection powered by neural network (LSTM and CNN layers).

CKY parser for ATIS grammar

Projet de Traitement Automatique des Langues sur les données ATIS