Oren Melamud
11 papers · 2013–2019 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze
🔥
Unstoppable · Bronze
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(5)
Deep Learning
(4)
Natural Language Processing
(3)
Core Methods
(2)
Generation
(2)
Learning Types · Deep Learning
(2)
Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Applications
(1)
Core AI
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Mathematics
(1)
Models
(1)
Keywords
noise contrastive estimation
(2)
word embedding
(2)
text classification
(1)
unsupervised pretraining
(1)
language modeling
(1)
privacy preservation
(1)
matrix approximation
(1)
pointwise mutual information
(1)
skip-gram model
(1)
generative model
(1)
language model
(1)
jensen-shannon divergence
(1)
negative sampling
(1)
neural language model
(1)
clinical nlp
(1)
annotator rationale
(1)
softmax normalization
(1)
low-shot learning
(1)
word vocabulary
(1)
synthetic clinical note
(1)
Papers
Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification
EMNLP 2019
Towards Automatic Generation of Shareable Synthetic Clinical Notes Using Neural Language Models
NAACL 2019
Self-Normalization Properties of Language Modeling
COLING 2018
A Simple Language Model based on PMI Matrix Approximations
EMNLP 2017
Information-Theory Interpretation of the Skip-Gram Negative-Sampling Objective Function
ACL 2017
context2vec: Learning Generic Context Embedding with Bidirectional LSTM
CoNLL 2016
The Role of Context Types and Dimensionality in Learning Word Embeddings
NAACL 2016
Modeling Word Meaning in Context with Substitute Vectors
NAACL 2015
Probabilistic Modeling of Joint-context in Distributional Similarity
CoNLL 2014
A Two Level Model for Context Sensitive Inference Rules
ACL 2013
Using Lexical Expansion to Learn Inference Rules from Sparse Data
ACL 2013