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Transformers

9,294 papers

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Papers

Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning EMNLP 2021
Implicit Premise Generation with Discourse-aware Commonsense Knowledge Models EMNLP 2021
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing EMNLP 2021
Sparse Attention with Linear Units EMNLP 2021
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation EMNLP 2021
Levenshtein Training for Word-level Quality Estimation EMNLP 2021
Universal Simultaneous Machine Translation with Mixture-of-Experts Wait-k Policy EMNLP 2021
Conversational Multi-Hop Reasoning with Neural Commonsense Knowledge and Symbolic Logic Rules EMNLP 2021
MATE: Multi-view Attention for Table Transformer Efficiency EMNLP 2021
When Attention Meets Fast Recurrence: Training Language Models with Reduced Compute EMNLP 2021
Language-agnostic Representation from Multilingual Sentence Encoders for Cross-lingual Similarity Estimation EMNLP 2021
Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking EMNLP 2021
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience EMNLP 2021
What’s in Your Head? Emergent Behaviour in Multi-Task Transformer Models EMNLP 2021
Sequence Length is a Domain: Length-based Overfitting in Transformer Models EMNLP 2021
Document Graph for Neural Machine Translation EMNLP 2021
An Empirical Investigation of Word Alignment Supervision for Zero-Shot Multilingual Neural Machine Translation EMNLP 2021
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification EMNLP 2021
Multi-Class Grammatical Error Detection for Correction: A Tale of Two Systems EMNLP 2021
ClauseRec: A Clause Recommendation Framework for AI-aided Contract Authoring EMNLP 2021
Unimodal and Crossmodal Refinement Network for Multimodal Sequence Fusion EMNLP 2021
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems EMNLP 2021
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization EMNLP 2021
Value-aware Approximate Attention EMNLP 2021
Set Generation Networks for End-to-End Knowledge Base Population EMNLP 2021