Why Overfitting Isn’t Always Bad: Retrofitting Cross-Lingual Word Embeddings to Dictionaries ACL-2020

Calibrating Structured Output Predictors for Natural Language Processing ACL-2020

Logic-Guided Data Augmentation and Regularization for Consistent Question Answering ACL-2020

Named Entity Recognition as Dependency Parsing ACL-2020

Torch-Struct: Deep Structured Prediction Library ACL-2020

Learning to Segment Actions from Observation and Narration ACL-2020

Extending ImageNet to Arabic using Arabic WordNet ACL-2020 ALVR-2020 WS-2020

Incorporating External Knowledge through Pre-training for Natural Language to Code Generation ACL-2020

Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation ACL-2020

Emotion Arcs of Student Narratives ACL-2020 NUSE-2020 WS-2020

Dialogue-Based Relation Extraction ACL-2020

Semantic Parsing for English as a Second Language ACL-2020

Active Imitation Learning with Noisy Guidance ACL-2020

On Exposure Bias, Hallucination and Domain Shift in Neural Machine Translation ACL-2020

AMR Parsing via Graph-Sequence Iterative Inference ACL-2020

Evaluating Neural Morphological Taggers for Sanskrit ACL-2020 SIGMORPHON-2020 WS-2020

Reasoning with Latent Structure Refinement for Document-Level Relation Extraction ACL-2020

Distilling Neural Networks for Greener and Faster Dependency Parsing ACL-2020 IWPT-2020 WS-2020

Structured Tuning for Semantic Role Labeling ACL-2020

Masking Actor Information Leads to Fairer Political Claims Detection ACL-2020

Evaluating Explanation Methods for Neural Machine Translation ACL-2020

End-to-End Negation Resolution as Graph Parsing ACL-2020 IWPT-2020 WS-2020

Cross-media Structured Common Space for Multimedia Event Extraction ACL-2020

What’s in a Name? Are BERT Named Entity Representations just as Good for any other Name? ACL-2020 RepL4NLP-2020 WS-2020

From SPMRL to NMRL: What Did We Learn (and Unlearn) in a Decade of Parsing Morphologically-Rich Languages (MRLs)? ACL-2020

Structure-Level Knowledge Distillation For Multilingual Sequence Labeling ACL-2020

Learning Constraints for Structured Prediction Using Rectifier Networks ACL-2020

Benefits of Intermediate Annotations in Reading Comprehension ACL-2020

Semi-supervised Parsing with a Variational Autoencoding Parser ACL-2020 IWPT-2020 WS-2020

Instance-Based Learning of Span Representations: A Case Study through Named Entity Recognition ACL-2020

Max-Margin Incremental CCG Parsing ACL-2020

Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding ACL-2020

How Does NLP Benefit Legal System: A Summary of Legal Artificial Intelligence ACL-2020

Give Me Convenience and Give Her Death: Who Should Decide What Uses of NLP are Appropriate, and on What Basis? ACL-2020

What are the Goals of Distributional Semantics? ACL-2020

QuASE: Question-Answer Driven Sentence Encoding ACL-2020

ENGINE: Energy-Based Inference Networks for Non-Autoregressive Machine Translation ACL-2020

A Generative Model for Joint Natural Language Understanding and Generation ACL-2020

On the Inference Calibration of Neural Machine Translation ACL-2020

Exploring Unexplored Generalization Challenges for Cross-Database Semantic Parsing ACL-2020

Generalized Entropy Regularization or: There’s Nothing Special about Label Smoothing ACL-2020

Semi-Supervised Semantic Dependency Parsing Using CRF Autoencoders ACL-2020

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics ACL-2020

Addressing Posterior Collapse with Mutual Information for Improved Variational Neural Machine Translation ACL-2020

A Two-Step Approach for Implicit Event Argument Detection ACL-2020

A Multi-modal Approach to Fine-grained Opinion Mining on Video Reviews ACL-2020 Challenge-HML-2020 WS-2020

Should You Fine-Tune BERT for Automated Essay Scoring? ACL-2020 BEA-2020 WS-2020

A Neural Graph-based Approach to Verbal MWE Identification ACL-2019 WS-2019

Domain Adaptation of SRL Systems for Biological Processes ACL-2019 WS-2019

Specializing Word Embeddings (for Parsing) by Information Bottleneck EMNLP-2019

North Sámi morphological segmentation with low-resource semi-supervised sequence labeling WS-2019

Grammatical Sequence Prediction for Real-Time Neural Semantic Parsing ACL-2019 WS-2019

Learning Neural Sequence-to-Sequence Models from Weak Feedback with Bipolar Ramp Loss TACL-2019

Learning to request guidance in emergent language EMNLP-2019 WS-2019

Syntax-Enhanced Self-Attention-Based Semantic Role Labeling EMNLP-2019

Leveraging syntactic parsing to improve event annotation matching EMNLP-2019 WS-2019

Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction EMNLP-2019

Integration of Dubbing Constraints into Machine Translation ACL-2019 WMT-2019 WS-2019

AI_Blues at FinSBD Shared Task: CRF-based Sentence Boundary Detection in PDF Noisy Text in the Financial Domain WS-2019

Energy-Based Modelling for Dialogue State Tracking ACL-2019 WS-2019

Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue WS-2019

SPARSE: Structured Prediction using Argument-Relative Structured Encoding NAACL-2019 WS-2019

Playing by the Book: An Interactive Game Approach for Action Graph Extraction from Text NAACL-2019 WS-2019

Latent Structure Models for Natural Language Processing ACL-2019

Capturing Dialogue State Variable Dependencies with an Energy-based Neural Dialogue State Tracker WS-2019

Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities EMNLP-2019

Weakly Supervised Attention Networks for Fine-Grained Opinion Mining and Public Health EMNLP-2019 WS-2019

Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning EMNLP-2019

Few-Shot and Zero-Shot Learning for Historical Text Normalization EMNLP-2019 WS-2019

Simultaneous Translation with Flexible Policy via Restricted Imitation Learning ACL-2019

An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing ACL-2019

Multi-agent Learning for Neural Machine Translation EMNLP-2019

Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction EMNLP-2019

The Lacunae of Danish Natural Language Processing NoDaLiDa-2019 WS-2019

Corpus Creation and Analysis for Named Entity Recognition in Telugu-English Code-Mixed Social Media Data ACL-2019

A Semi-Markov Structured Support Vector Machine Model for High-Precision Named Entity Recognition ACL-2019

An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation EMNLP-2019

Effective Use of Transformer Networks for Entity Tracking EMNLP-2019

Unified Semantic Parsing with Weak Supervision ACL-2019

Exploring Pre-trained Language Models for Event Extraction and Generation ACL-2019

Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing ACL-2019

Text2Math: End-to-end Parsing Text into Math Expressions EMNLP-2019

Span-Level Model for Relation Extraction ACL-2019

Complex Question Decomposition for Semantic Parsing ACL-2019

Beyond BLEU:Training Neural Machine Translation with Semantic Similarity ACL-2019

Scalable Syntax-Aware Language Models Using Knowledge Distillation ACL-2019

Generating Responses with a Specific Emotion in Dialog ACL-2019

Phrase Grounding by Soft-Label Chain Conditional Random Field EMNLP-2019

Cloze-driven Pretraining of Self-attention Networks EMNLP-2019

Sequence Labeling Parsing by Learning across Representations ACL-2019

Incremental Learning from Scratch for Task-Oriented Dialogue Systems ACL-2019

Interpretable Neural Predictions with Differentiable Binary Variables ACL-2019

A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers EMNLP-2019

Hint-Based Training for Non-Autoregressive Machine Translation EMNLP-2019

A General-Purpose Algorithm for Constrained Sequential Inference CoNLL-2019

Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel EMNLP-2019

Practical Correlated Topic Modeling and Analysis via the Rectified Anchor Word Algorithm EMNLP-2019

Head-Driven Phrase Structure Grammar Parsing on Penn Treebank ACL-2019

KnowSemLM: A Knowledge Infused Semantic Language Model CoNLL-2019

Hierarchically-Refined Label Attention Network for Sequence Labeling EMNLP-2019

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