Intent Discovery

Given a set of labelled and unlabelled utterances, the idea is to identify existing (known) intents and potential (new intents) intents. This method can be utilised in conversational system setting.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 42 papers

Title	Date	Tasks	Status	Hype	Score
New Intent Discovery with Pre-training and Contrastive Learning	May 25, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
Disentangled Knowledge Transfer for OOD Intent Discovery with Unified Contrastive Learning	May 1, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
Intent Mining from past conversations for conversational agent	May 22, 2020	ClusteringIntent Discovery	CodeCode Available	1	5
Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection	Aug 15, 2022	intent-classificationIntent Classification	CodeCode Available	1	5
A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery	Mar 7, 2023	ClusteringDimensionality Reduction	CodeCode Available	1	5
IDAS: Intent Discovery with Abstractive Summarization	May 31, 2023	Abstractive Text SummarizationDescriptive	CodeCode Available	1	5
Benchmark Data and Evaluation Framework for Intent Discovery Around COVID-19 Vaccine Hesitancy	May 24, 2022	8kIntent Discovery	CodeCode Available	0	5
Integration of Old and New Knowledge for Generalized Intent Discovery: A Consistency-driven Prototype-Prompting Framework	Jun 10, 2025	Domain AdaptationIntent Detection	CodeCode Available	0	5
Decoupling Pseudo Label Disambiguation and Representation Learning for Generalized Intent Discovery	May 28, 2023	Intent DiscoveryPseudo Label	CodeCode Available	0	5
Generalized Intent Discovery: Learning from Open World Dialogue System	Sep 13, 2022	intent-classificationIntent Classification	CodeCode Available	0	5

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All datasets ATIS Persian-ATIS SNIPS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	k-PCA + HDBSCAN	ARI	74.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	k-PCA + HDBSCAN	ARI	11.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	k-PCA + HDBSCAN	ARI	59.23	—	Unverified