slot-filling

There are 29 repositories under slot-filling topic.

deeppavlov / DeepPavlov
An open source library for deep learning end-to-end dialog systems and chatbots.
bot nlp chatbot dialogue-systems question-answering chitchat slot-filling intent-classification entity-extraction named-entity-recognition tensorflow deep-learning deep-neural-networks intent-detection dialogue-agents dialogue-manager artificial-intelligence ai nlp-machine-learning machine-learning
Language:Python 6623
snipsco / snips-nlu
Snips Python library to extract meaning from text
nlp nlu python machine-learning text-classification intent-classification ner named-entity-recognition slot-filling intent-parser information-extraction snips machine-learning-library chatbot bot ml
Language:Python 3881
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
deep-learning chatbot-cn tenserflow-serving intent-detection django-restful reinforcement-learning knowledge-graph slot-filling dialogue-systems ir oriented-dialogs sentiment-analysis tensorflow ner nlu nlg attention-mechanism text-correct text-classification recommendation
1275
GaoQ1 / rasa_chatbot_cn
building a chinese dialogue system based on the newest version of rasa(基于最新版本rasa搭建的对话系统)
python rasa-nlu rasa-core intent-classification slot-filling rasa-nlu-gao bert tensorflow transformer policy rasa chinese rasa-chatbot train-dialogue demo rasa-x
Language:Python 956
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.
paraphrase-generation paraphrase paraphrased-data nlu slot-filling rasa-nlu intents
Language:Python 866
JointBERT
monologg / JointBERT
Pytorch implementation of JointBERT: "BERT for Joint Intent Classification and Slot Filling"
bert transformers slot-filling pytorch intent-classification slu joint-bert
Language:Python 633
Picovoice / rhino
On-device Speech-to-Intent engine powered by deep learning
natural-language-understanding voice-recognition nlu spoken-language-understanding voice-assistant voice-ui voice-user-interface speech-recognition voice-commands voice-control vui on-device slu entity-resolution intent-inference slot-filling voice-command voice-command-control
Language:Python 610
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
nlp open-domain-qa slot-filling knowledge-base information-retrieval passage-retrieval
Language:Python 600
HadoopIt / rnn-nlu
A TensorFlow implementation of Recurrent Neural Networks for Sequence Classification and Sequence Labeling
attention intent-detection recurrent-neural-networks sequence-classification sequence-labeling slot-filling tensorflow
Language:Python 483
sz128 / slot_filling_and_intent_detection_of_SLU
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
crf sequence-labeling encoder-decoder spoken-language bert-bilstm-crf xlnet atis-dataset snips-dataset slot-filling intent-detection named-entity-recognition
Language:Python 392
zjunlp / OpenUE
[EMNLP 2020] OpenUE: An Open Toolkit of Universal Extraction from Text
triple-extraction relation-extraction named-entity-recognition event-extraction intent-classification slot-filling nlp-extraction-tasks openue nlp pytorch bert natural-language-processing
Language:Python 321
MiuLab / SlotGated-SLU
Slot-Gated Modeling for Joint Slot Filling and Intent Prediction
intent-prediction joint-models natural-language-understanding slot-filling spoken-language-understanding
Language:Python 303
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)
nlu seq2seq sequence-labeling slot-filling tensorflow
Language:Jupyter Notebook 281
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'.
weak-supervision weakly-supervised-learning language-model fine-tuning self-training text-classification slot-filling sentence-pair-classification learning-with-noisy-labels contrastive-learning roberta agnews roberta-model pseudo-labeling dataset
Language:Python 200
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)
intent slot-filling task-oriented-dialogue nlu rnn lstm attention encoder-decoder
Language:Jupyter Notebook 198
brightmart / slot_filling_intent_joint_model
attention based joint model for intent detection and slot filling
intent-detection slot-filling joint-models cnn attention-mechanism bi-directional knowledge-representation
Language:Python 177
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
nlu slot slot-filling ner nlp bi-lstm crf idcnn medicle emr
Language:Python 177
LeePleased / StackPropagation-SLU
Open source code for EMNLP-19 Paper "A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding".
slot-filling intent-detection pytorch spoken-language-understanding slu task-oriented-dialogue
Language:Python 144
czhang99 / Capsule-NLU
Joint Slot Filling and Intent Detection via Capsule Neural Networks (ACL'19) https://arxiv.org/abs/1812.09471
capsule-neural-networks intent-detection slot-filling natural-language-understanding deep-learning tensorflow acl2019
Language:Python 137
taishan1994 / pytorch_bert_intent_classification_and_slot_filling
基于pytorch的中文意图识别和槽位填充
intent-detection named-entity-recognition slot-filling
Language:Python 117
chsasank / ATIS.keras
Spoken Language Understanding(SLU)/Slot Filling in Keras
spoken-language tutorial natural-language-processing deep-learning slot-filling
Language:Python 101
Ailln / fuzi-nlu
🤖️ 聊天机器人——夫子的「自然语言理解」模块
chatbot pytorch socketio seq2seq seq2seq-chatbot slot-filling intent-classification joint-nlu nlu question-answering
Language:Python 89
VinAIResearch / JointIDSF
BERT-based joint intent detection and slot filling with intent-slot attention mechanism (INTERSPEECH 2021)
vietnamese intent-detection intent-detection-and-slot-filling slot-filling multitask-learning joint-learning bert
Language:Python 80
LooperXX / AGIF
Open source code for EMNLP 2020 Findings Paper "AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling"
spoken-language-understanding intent-detection dialogue-systems task-oriented-dialogue end-to-end multi-intent slot-filling
Language:Python 79
liuzl / fmr
Functional Meaning Representation and Semantic Parsing Framework
earley context-free-grammar backus-naur-form natural-language-understanding slot-filling fmr slot-grammar framenet semantic
Language:Go 77
zliucr / coach
Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling (ACL-2020)
cross-domain slot-filling nlu named-entity-recognition ner low-resource
Language:Python 77
yuanxiaosc / Slot-Filling-and-Intention-Prediction-in-Paper-Translation
槽填充、意图预测（口语理解）论文整理和中文翻译。Slot filling and intent prediction paper collation and Chinese translation.
spoken-language-understanding slot-filling intent-prediction chinese-translation paper-summaries
49
GaoQ1 / rasa-nlp-architect
采用nlp-architect实现rasa-nlu中文意图提取和槽填充
rasa-nlu intent-extraction slot-filling nlp-architect chinese rasa-core policy rasa
Language:Python 42
llhthinker / slot-filling
Blog: https://www.cnblogs.com/llhthinker/p/8978029.html
nlp dialogue-systems slot-filling pytorch
Language:Python 42
exah / nano-slots
A super lightweight slots implementation for React
react slots slot-filling lightweight
Language:TypeScript 40
macournoyer / utterance_parser
Extract intent and entities from natural language utterances
extracts-intent slot-filling nlp
Language:Ruby 36
LooperXX / ProSLU
Open source code and data for AAAI 2022 Oral Paper "Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding"
intent-detection slot-filling spoken-language-understanding dialogue-systems task-oriented-dialogue complex-slu
Language:Python 32
jeffchy / RE2NN-SEQ
Source code for the EMNLP2021 paper: "Neuraling Regular Expressions for Slot Filling"
slot-filling regular-expression
Language:Python 27
ZhenwenZhang / Slot_Filling
Latest research advances on semantic slot filling.
slot-filling nlp deep-learning task-oriented-dialogue
26
dialogflow / fulfillment-telephony-nodejs
Sample integrating Telephony, Google Sheets, and Slot Filling with Dialogflow
telephony google-sheets-api-v4 slot-filling dialogflow-fulfillment-nodejs add-to-dialogflow
Language:JavaScript 24
SCU-JJkinging / CCIR-Cup
2021 CCF BDCI 全国信息检索挑战杯（CCIR-Cup）智能人机交互自然语言理解赛道第二名参赛解决方案
co-interactive ernie intent-detection joint-learning natural-language-understanding sequence-labeling slot-filling
Language:Python 23