Pinar Donmez
6 papers · 2010–2021 · 5 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Conference Polyglot (5) π Academic Marathon (11) π Cross-Pollinator (15) π Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(14)
π§
Keyword Pioneer
Conferences
JMLR (2)
AISTATS (1)
COLING (1)
ECCV (1)
EMNLP (1)
Top co-authors
Keywords
unlabeled datum
(3)
natural language generation
(2)
transfer learning
(2)
margin-based classification
(2)
unsupervised learning
(2)
synthetic data generation
(1)
risk estimation
(1)
support vector machine
(1)
marginal distribution
(1)
high-dimensional datum
(1)
data efficiency
(1)
sequence-to-sequence model
(1)
classifier evaluation
(1)
error estimation
(1)
grammatical correctness
(1)
semantic correctness
(1)
acceptability classification
(1)
regression error
(1)
production deployment
(1)
acceptability classifier
(1)
Papers
Building Adaptive Acceptability Classifiers for Neural NLG
EMNLP 2021
Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data
COLING 2020
NoiseRank: Unsupervised Label Noise Reduction with Dependence Models
ECCV 2020
Unsupervised Supervised Learning II: Margin-Based Classification without Labels
AISTATS 2011
Unsupervised Supervised Learning II: Margin-Based Classification Without Labels
JMLR 2011
Unsupervised Supervised Learning I: Estimating Classification and Regression Errors without Labels
JMLR 2010