Rajat Kumar
3 papers · 2022–2022 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
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Research topics
Machine Learning
(3)
Learning Types · Machine Learning
(3)
Deep Learning
(2)
Natural Language Processing
(2)
Applications
(2)
Artificial Intelligence
(1)
Application Areas
(1)
Core AI
(1)
Generation
(1)
Learning Types · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
intent detection
(2)
semi-supervised learning
(1)
semi-supervised clustering
(1)
supervised contrastive learning
(1)
iterative learning
(1)
pseudo label
(1)
model validation
(1)
dialogue system
(1)
contrastive clustering
(1)
model accuracy
(1)
generative replay
(1)
intent discovery
(1)
prompt-based generation
(1)
automated model update
(1)
stratified testing
(1)
model variance
(1)
nlu system
(1)
iterative model building
(1)
deep contrastive clustering
(1)
continual learning
(1)
Papers
Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering
NAACL 2022
Iterative Stratified Testing and Measurement for Automated Model Updates
EMNLP 2022
Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection
NAACL 2022