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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)

DyLex: Incorporating Dynamic Lexicons into BERT for Sequence Labeling EMNLP 2021
A Simple and Effective Positional Encoding for Transformers EMNLP 2021
The Power of Scale for Parameter-Efficient Prompt Tuning EMNLP 2021
Recurrent Attention for Neural Machine Translation EMNLP 2021
Enlivening Redundant Heads in Multi-head Self-attention for Machine Translation EMNLP 2021
Improving Neural Machine Translation by Bidirectional Training EMNLP 2021
SHAPE: Shifted Absolute Position Embedding for Transformers EMNLP 2021
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning EMNLP 2021
Fix-Filter-Fix: Intuitively Connect Any Models for Effective Bug Fixing EMNLP 2021
Context-Aware Interaction Network for Question Matching EMNLP 2021
TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph EMNLP 2021
Topic Transferable Table Question Answering EMNLP 2021
Revisiting Pivot-Based Paraphrase Generation: Language Is Not the Only Optional Pivot EMNLP 2021
Incorporating Residual and Normalization Layers into Analysis of Masked Language Models EMNLP 2021
Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling Approach EMNLP 2021
LayoutReader: Pre-training of Text and Layout for Reading Order Detection EMNLP 2021
Sentence-Permuted Paragraph Generation EMNLP 2021
ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning EMNLP 2021
TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection EMNLP 2021
Contrastive Code Representation Learning EMNLP 2021
Single-dataset Experts for Multi-dataset Question Answering EMNLP 2021
Implicit Premise Generation with Discourse-aware Commonsense Knowledge Models EMNLP 2021
Sparse Attention with Linear Units EMNLP 2021
SPECTRA: Sparse Structured Text Rationalization EMNLP 2021
Effective Sequence-to-Sequence Dialogue State Tracking EMNLP 2021