slot-filling topic

List slot-filling repositories

DeepPavlov

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An open source library for deep learning end-to-end dialog systems and chatbots.

snips-nlu

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Snips Python library to extract meaning from text

slot_filling_and_intent_detection_of_SLU

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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

RNN-for-Joint-NLU

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Pytorch implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)

rnn-nlu

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A TensorFlow implementation of Recurrent Neural Networks for Sequence Classification and Sequence Labeling

RNN-for-Joint-NLU

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Tensorflow implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)

Chatbot_CN

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基于金融-司法领域(兼有闲聊性质)的聊天机器人,其中的主要模块有信息抽取、NLU、NLG、知识图谱等,并且利用Django整合了前端展示,目前已经封装了nlp和kg的restful接口

Parrot_Paraphraser

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A practical and feature-rich paraphrasing framework to augment human intents in text form to build robust NLU models for conversational engines. Created by Prithiviraj Damodaran. Open to pull requests...

DensePhrases

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[ACL 2021] Learning Dense Representations of Phrases at Scale; EMNLP'2021: Phrase Retrieval Learns Passage Retrieval, Too https://arxiv.org/abs/2012.12624

ner-slot_filling

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中文自然语言的实体抽取和意图识别(Natural Language Understanding),可选Bi-LSTM + CRF 或者 IDCNN + CRF