/NLP-Papers

Papers I have read, mainly about NLP. Welcome everyone to supplement in issue.

RNN

Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks [ICLR 2019]

Transformer & Attention

Multi-Granularity Self-Attention for Neural Machine Translation [EMNLP 2019]

Tree Transformer Integrating Tree Structures into Self-Attention [EMNLP 2019]

Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned [ACL 2019]

Self-Attention with Structural Position Representations [EMNLP 2019]

Are Sixteen Heads Really Better than One? [NIPS 2019]

Towards Better Modeling Hierarchical Structure for Self-Attention [EMNLP 2019]

An Analysis of Encoder Representations in Transformer-Based Machine Translation [EMNLP 2018]

How Much Attention Do You Need? A Granular Analysis of Neural Machine Translation Architectures?[ACL 2018]

Self-Attention with Relative Position Representations [NAACL 2018]

Word Embedding

Single Training Dimension Selection for Word Embedding with PCA [EMNLP 2019]

Improving Word Embedding by Adversarial Training [NIPS 2018]

Knowledge Graph Embedding

Knowledge Graph Embedding Based Question Answering [WSDM 2019]

Sentiment Analysis

A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis [EMNLP 2019]

Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks [EMNLP 2019]

CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis [EMNLP 2019]

Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks [EMNLP 2019]

Attentional Encoder Network for Targeted Sentiment Classification

Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis

Transfer Capsule Network for Aspect Level Sentiment Classification [ACL 2019]

Progressive Self-Supervised Attention Learning forAspect-Level Sentiment Analysis [ACL 2019]

Multi-grained Attention Network for Aspect-LevelSentiment Classification [EMNLP 2018]

IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis [EMNLP 2018]

A Position-aware Bidirectional Attention Network for Aspect-levelSentiment Analysis [COLING 2018]

Neural Machine Translation

Neural Machine Translation [Tutorials by Philipp Koehn]

Neural Machine Translation by Jointly Learning to Align and Translate [ICLR 2015]

Adversarial Attack

FREELB: ENHANCED ADVERSARIAL TRAINING FOR LANGUAGE UNDERSTANDING [ICLR 2020 under review]

Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment [AAAI 2020]

MIXUP INFERENCE: BETTER EXPLOITING MIXUP TO DEFEND ADVERSARIAL ATTACKS [ICLR 2020 under review] TODO

On the Robustness of Self-Attentive Models [ACL 2019]

TEXTBUGGER: Generating Adversarial Text Against Real-world Applications [NDSS 2019]

Generating Natural Language Adversarial Examples [EMNLP 2018]

Adversarial examples in the physical world [ICLR 2017]

CROSS-LINGUAL Word Embedding

CROSS-LINGUAL ALIGNMENT VS JOINT TRAINING: A COMPARATIVE STUDY AND A SIMPLE UNIFIED FRAMEWORK

Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces [ACL 2019]

Unsupervised Bilingual Lexicon Induction from Mono-lingual Multimodal Data [AAAI 2019]