Intent Detection

Intent Detection is a task of determining the underlying purpose or goal behind a user's search query given a context. The task plays a significant role in search and recommendations. A traditional approach for intent detection implies using an intent detector model to classify user search query into predefined intent categories, given a context. One of the key challenges of the task implies identifying user intents for cold-start sessions, i.e., search sessions initiated by a non-logged-in or unrecognized user.

Source: Analyzing and Predicting Purchase Intent in E-commerce: Anonymous vs. Identified Customers

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 330 papers

Title	Date	Tasks	Status
RNN based Incremental Online Spoken Language Understanding	Oct 23, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Intention Recognition of Pedestrians and Cyclists by 2D Pose Estimation	Oct 9, 2019	2D Pose EstimationAutonomous Vehicles	CodeCode Available
Risk-Aware Reasoning for Autonomous Vehicles	Oct 6, 2019	Autonomous VehiclesIntent Detection	—Unverified
預訓練詞向量模型應用於客服對話系統意圖偵測之研究(Study on Pre-trained Word Vector Model Applied to Intent Detection of Customer Service Dialogue System)	Oct 1, 2019	Intent Detection	—Unverified
Towards Multimodal Understanding of Passenger-Vehicle Interactions in Autonomous Vehicles: Intent/Slot Recognition Utilizing Audio-Visual Data	Sep 20, 2019	Autonomous VehiclesIntent Detection	—Unverified
CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding	Sep 16, 2019	Intent Detectionslot-filling	CodeCode Available
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding	Sep 5, 2019	Intent Detectionslot-filling	CodeCode Available
Unsupervised dialogue intent detection via hierarchical topic model	Sep 1, 2019	ChatbotIntent Detection	—Unverified
Proactive Intention Recognition for Joint Human-Robot Search and Rescue Missions through Monte-Carlo Planning in POMDP Environments	Aug 27, 2019	Intent DetectionPosition	—Unverified
DELTA: A DEep learning based Language Technology plAtform	Aug 2, 2019	Abstractive Text SummarizationDeep Learning	CodeCode Available
Structured Knowledge Discovery from Massive Text Corpus	Jul 23, 2019	Intent DetectionLanguage Modeling	—Unverified
OCC: A Smart Reply System for Efficient In-App Communications	Jul 18, 2019	Intent DetectionRetrieval	—Unverified
Almawave-SLU: A new dataset for SLU in Italian	Jul 17, 2019	Intent DetectionQuestion Answering	—Unverified
Multi-lingual Intent Detection and Slot Filling in a Joint BERT-based Model	Jul 5, 2019	Intent DetectionNatural Language Understanding	—Unverified
Multimodal Uncertainty Reduction for Intention Recognition in Human-Robot Interaction	Jul 4, 2019	Intent Detection	—Unverified
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling	Jun 30, 2019	Intent DetectionSentence	CodeCode Available
Intention-aware Long Horizon Trajectory Prediction of Surrounding Vehicles using Dual LSTM Networks	Jun 6, 2019	Autonomous Vehiclesfeature selection	—Unverified
Deep Unknown Intent Detection with Margin Loss	Jun 2, 2019	Intent DetectionNovelty Detection	CodeCode Available
Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog	Jun 1, 2019	General ClassificationGoal-Oriented Dialog	—Unverified
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications	May 27, 2019	Goal-Oriented DialogIntent Detection	—Unverified
Natural Language Interactions in Autonomous Vehicles: Intent Detection and Slot Filling from Passenger Utterances	Apr 23, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts	Apr 19, 2019	Intent Detection	CodeCode Available
Spoken Language Intent Detection using Confusion2Vec	Apr 7, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue system	Mar 25, 2019	General Classificationintent-classification	CodeCode Available
Expanding the Text Classification Toolbox with Cross-Lingual Embeddings	Mar 23, 2019	ClassificationGeneral Classification	—Unverified

Show:10 25 50

← PrevPage 12 of 14Next →

All datasets ATIS MixSNIPS MixATIS SNIPS ASOS.com user intent BANKING77 ATIS (vi)BANKING77 10-shot BANKING77 5-shot CAIS CLINC150 CLINC150 10-shot

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Bi-model with decoder	Accuracy	98.99	—	Unverified
2	Transformer-Capsule	Accuracy	98.89	—	Unverified
3	Attention Encoder-Decoder NN	Accuracy	98.43	—	Unverified
4	Joint model with recurrent slot label context	Accuracy	98.4	—	Unverified
5	CTRAN	Accuracy	98.07	—	Unverified
6	Joint BERT + CRF	Accuracy	97.9	—	Unverified
7	SF-ID	Accuracy	97.76	—	Unverified
8	SF-ID (BLSTM) network	Accuracy	97.76	—	Unverified
9	JointBERT-CAE	Accuracy	97.5	—	Unverified
10	Joint BERT	Accuracy	97.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SSRAN	Accuracy	98.4	—	Unverified
2	BiSLU	Accuracy	97.8	—	Unverified
3	DGIF	Accuracy	97.8	—	Unverified
4	Co-guiding Net	Accuracy	97.7	—	Unverified
5	TFMN	Accuracy	97.7	—	Unverified
6	TFMN (PACL)	Accuracy	97.4	—	Unverified
7	MISCA	Accuracy	97.3	—	Unverified
8	Uni-MIS	Accuracy	97.2	—	Unverified
9	SLIM	Accuracy	97.2	—	Unverified
10	UGEN	Accuracy	96.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DGIF	Accuracy	83.3	—	Unverified
2	UGEN	Accuracy	83	—	Unverified
3	TFMN (PACL)	Accuracy	82.9	—	Unverified
4	SLIM (PACL)	Accuracy	81.9	—	Unverified
5	BiSLU	Accuracy	81.5	—	Unverified
6	TFMN	Accuracy	79.8	—	Unverified
7	RoBERTa (PACL)	Accuracy	79.1	—	Unverified
8	Co-guiding Net	Accuracy	79.1	—	Unverified
9	Uni-MIS	Accuracy	78.5	—	Unverified
10	SLIM	Accuracy	78.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CTRAN	Accuracy	99.42	—	Unverified
2	Stack-Propagation (+BERT)	Accuracy	99	—	Unverified
3	JointBERT-CAE	Accuracy	98.3	—	Unverified
4	AGIF	Accuracy	98.1	—	Unverified
5	LIDSNet	Accuracy	98	—	Unverified
6	Stack-Propagation	Accuracy	98	—	Unverified
7	SF-ID	Accuracy	97.43	—	Unverified
8	SF-ID (BLSTM) network	Accuracy	97.43	—	Unverified
9	Capsule-NLU	Accuracy	97.3	—	Unverified
10	Slot-Gated BLSTM with Attension	Accuracy	97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	plain-LSTM	F1	0.89	—	Unverified
2	linear-Ngrams	F1	0.87	—	Unverified
3	glove-LSTM	F1	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	94.42	—	Unverified
2	OCaTS (kNN-GPT-4)	Accuracy (%)	82.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JointBERT-CAE	Intent Accuracy	97.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	89.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	84.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CM-Net	Acc	94.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	97.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	94.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	92.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIDAS	Accuracy	94.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	92.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	87.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-Large + ICDA	Accuracy (%)	82.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIDAS	Accuarcy	85.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	General SLU Model w/ Profile	Accuracy	0.85	—	Unverified