slot-filling 开源项目推荐（131 个）

deeppavlov /DeepPavlov

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

snipsco /snips-nlu

Snips Python 库，用于从文本中提取含义

charlesXu86 /Chatbot_CN

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

GaoQ1 /rasa_chatbot_cn

基于最新版本 rasa 搭建的中文对话系统

PrithivirajDamodaran /Parrot_Paraphraser

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 and other forms of collaboration.

monologg /JointBERT

Pytorch implementation of JointBERT: "BERT for Joint Intent Classification and Slot Filling"

Picovoice /rhino

由深度学习驱动的设备内语音到意图引擎

princeton-nlp /DensePhrases

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

HadoopIt /rnn-nlu

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

sz128 /slot_filling_and_intent_detection_of_SLU

槽位填充、意图检测、联合训练、ATIS 和 SNIPS 数据集、Facebook 多语言数据集、MIT 语料库、电子商务购物助手（ECSA）数据集、CoNLL2003 NER、ELMo、BERT、XLNet

zjunlp /OpenUE

[EMNLP 2020]OpenUE：文本通用提取的开放工具包

MiuLab /SlotGated-SLU

Slot-Gated Modeling for Joint Slot Filling and Intent Prediction

applenob /RNN-for-Joint-NLU

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

taishan1994 /pytorch_bert_intent_classification_and_slot_filling

基于pytorch的中文意图识别和槽位填充

yueyu1030 /COSINE

[NAACL 2021] This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach'.

DSKSD /RNN-for-Joint-NLU

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

GaoQ1 /ner-slot_filling

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

brightmart /slot_filling_intent_joint_model

attention based joint model for intent detection and slot filling

LeePleased /StackPropagation-SLU

Open source code for EMNLP-19 Paper "A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding".

czhang99 /Capsule-NLU

Joint Slot Filling and Intent Detection via Capsule Neural Networks (ACL'19) https://arxiv.org/abs/1812.09471