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Techniques

8,241 papers (36 classified directly here)

Subtopics

Model Architecture (4,354) Pretraining (2,483) Attention (1,111) Normalization (341) Attention Mechanism (150)

Papers per year

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Papers (including subtopics)

Adaptively Sparse Transformers EMNLP 2019
A Deep Factorization of Style and Structure in Fonts EMNLP 2019
Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information EMNLP 2019
Language Models as Knowledge Bases? EMNLP 2019
Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks EMNLP 2019
Learning to Update Knowledge Graphs by Reading News EMNLP 2019
Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching EMNLP 2019
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited EMNLP 2019
Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts EMNLP 2019
Enhancing Neural Data-To-Text Generation Models with External Background Knowledge EMNLP 2019
Contrastive Attention Mechanism for Abstractive Sentence Summarization EMNLP 2019
An End-to-End Generative Architecture for Paraphrase Generation EMNLP 2019
Let’s Ask Again: Refine Network for Automatic Question Generation EMNLP 2019
Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks EMNLP 2019
Fine-tune BERT with Sparse Self-Attention Mechanism EMNLP 2019
Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer EMNLP 2019
Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition EMNLP 2019
SciBERT: A Pretrained Language Model for Scientific Text EMNLP 2019
PaLM: A Hybrid Parser and Language Model EMNLP 2019
Broad-Coverage Semantic Parsing as Transduction EMNLP 2019
Improving Distantly-Supervised Relation Extraction with Joint Label Embedding EMNLP 2019
Denoising based Sequence-to-Sequence Pre-training for Text Generation EMNLP 2019
Hierarchically-Refined Label Attention Network for Sequence Labeling EMNLP 2019
Visualizing and Understanding the Effectiveness of BERT EMNLP 2019
Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel EMNLP 2019