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Natural Language Processing
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Resources & Methods
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Pretraining
72 directly classified papers
Papers per year
2018: 1
2019: 6
2020: 9
2021: 10
2022: 15
2023: 18
2024: 3
2025: 10
Papers
ERNIE-Doc: A Retrospective Long-Document Modeling Transformer
ACL 2021
Superbizarre Is Not Superb: Derivational Morphology Improves BERT’s Interpretation of Complex Words
ACL 2021
nmT5 - Is parallel data still relevant for pre-training massively multilingual language models?
ACL 2021
On the Influence of Masking Policies in Intermediate Pre-training
EMNLP 2021
Data Efficient Masked Language Modeling for Vision and Language
EMNLP 2021
Not All Models Localize Linguistic Knowledge in the Same Place: A Layer-wise Probing on BERToids’ Representations
EMNLP 2021
Revisiting Pre-Trained Models for Chinese Natural Language Processing
EMNLP 2020
Getting the ##life out of living: How Adequate Are Word-Pieces for Modelling Complex Morphology?
ACL 2020
TaPas: Weakly Supervised Table Parsing via Pre-training
ACL 2020
Which *BERT? A Survey Organizing Contextualized Encoders
EMNLP 2020
Analyzing Individual Neurons in Pre-trained Language Models
EMNLP 2020
MPNet: Masked and Permuted Pre-training for Language Understanding
NIPS 2020
Do Language Embeddings capture Scales?
EMNLP 2020
Cost-effective Selection of Pretraining Data: A Case Study of Pretraining BERT on Social Media
EMNLP 2020
SciWING– A Software Toolkit for Scientific Document Processing
EMNLP 2020
Explicit Cross-lingual Pre-training for Unsupervised Machine Translation
EMNLP 2019
UER: An Open-Source Toolkit for Pre-training Models
EMNLP 2019
SciBERT: A Pretrained Language Model for Scientific Text
EMNLP 2019
Knowledge Enhanced Contextual Word Representations
EMNLP 2019
BERT Rediscovers the Classical NLP Pipeline
ACL 2019
Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model
ACL 2019
Pretraining Sentiment Classifiers with Unlabeled Dialog Data
ACL 2018
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