Melanie Bradford
6 papers · 2020–2023 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird ❓ The Questioner
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Trend Setter
Venues
Top co-authors
Research topics
Machine Learning
(5)
Natural Language Processing
(4)
Learning Types · Machine Learning
(4)
Applications
(3)
Resources & Methods
(2)
Artificial Intelligence
(1)
Deep Learning
(1)
Application Areas
(1)
Architectures
(1)
Core Methods
(1)
Generation
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Keywords
natural language understanding
(3)
spoken language understanding
(3)
intent classification
(2)
text classification
(1)
cross-lingual transfer
(1)
text generation
(1)
semantic search
(1)
adversarial training
(1)
product recognition
(1)
siamese network
(1)
slot filling
(1)
multilingual transfer learning
(1)
seq2seq model
(1)
voice assistant
(1)
product classification
(1)
domain classification
(1)
adversarial text generation
(1)
human in the loop
(1)
twin network
(1)
voice shopping
(1)
Papers
Reducing cohort bias in natural language understanding systems with targeted self-training scheme
ACL 2023
Semi-supervised Adversarial Text Generation based on Seq2Seq models
EMNLP 2022
Combining semantic search and twin product classification for recognition of purchasable items in voice shopping
ACL 2021
It is better to Verify: Semi-Supervised Learning with a human in the loop for large-scale NLU models
NAACL 2021
The impact of domain-specific representations on BERT-based multi-domain spoken language understanding
EACL 2021
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?
COLING 2020