Nina Poerner
7 papers · 2018–2020 · 2 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (26) 🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🐣 Hot Topic Early Bird 🏆 Keyword Champion
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Keyword Pioneer
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Research topics
Machine Learning
(6)
Natural Language Processing
(6)
Deep Learning
(5)
Learning Types · Deep Learning
(5)
Artificial Intelligence
(4)
Applications
(4)
Core AI
(4)
Application Areas
(3)
Core Methods
(3)
Learning Types · Machine Learning
(2)
Resources & Methods
(2)
Understanding
(2)
Knowledge & Reasoning
(1)
Architectures
(1)
Learning Paradigms
(1)
Keywords
question answering
(3)
explanation method
(2)
word embedding
(2)
sentence embedding
(2)
canonical correlation analysis
(2)
domain adaptation
(2)
word alignment
(1)
interpretable machine learning
(1)
neural network interpretability
(1)
feature attribution
(1)
knowledge base
(1)
multi-view learning
(1)
perturbation analysis
(1)
entity embedding
(1)
ensemble method
(1)
pre-trained language model
(1)
gumbel softmax
(1)
post-hoc explanation
(1)
gradient ascent
(1)
relation classification
(1)
Papers
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT
EMNLP 2020
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA
EMNLP 2020
Sentence Meta-Embeddings for Unsupervised Semantic Textual Similarity
ACL 2020
Interpretable Question Answering on Knowledge Bases and Text
ACL 2019
Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection
EMNLP 2019
Evaluating neural network explanation methods using hybrid documents and morphosyntactic agreement
ACL 2018
Interpretable Textual Neuron Representations for NLP
EMNLP 2018