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Deep Learning
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Pretraining
2471 directly classified papers
Papers per year
2009: 2
2010: 1
2012: 1
2013: 1
2014: 4
2015: 5
2016: 19
2017: 26
2018: 33
2019: 117
2020: 218
2021: 311
2022: 333
2023: 451
2024: 448
2025: 373
2026: 128
Papers
ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning
EMNLP 2021
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning
EMNLP 2021
mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs
EMNLP 2021
A Thorough Evaluation of Task-Specific Pretraining for Summarization
EMNLP 2021
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining
EMNLP 2021
ERNIE-M: Enhanced Multilingual Representation by Aligning Cross-lingual Semantics with Monolingual Corpora
EMNLP 2021
Using Large Self-Supervised Models for Low-Resource Speech Recognition
INTERSPEECH 2021
Three-Module Modeling For End-to-End Spoken Language Understanding Using Pre-Trained DNN-HMM-Based Acoustic-Phonetic Model
INTERSPEECH 2021
Speak or Chat with Me: End-to-End Spoken Language Understanding System with Flexible Inputs
INTERSPEECH 2021
TA-MAMC at SemEval-2021 Task 4: Task-adaptive Pretraining and Multi-head Attention for Abstract Meaning Reading Comprehension
SEMEVAL 2021
IIITH at SemEval-2021 Task 7: Leveraging transformer-based humourous and offensive text detection architectures using lexical and hurtlex features and task adaptive pretraining
SEMEVAL 2021
BennettNLP at SemEval-2021 Task 5: Toxic Spans Detection using Stacked Embedding Powered Toxic Entity Recognizer
SEMEVAL 2021
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich Languages
EACL 2021
The Lottery Tickets Hypothesis for Supervised and Self-Supervised Pre-Training in Computer Vision Models
CVPR 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts
CVPR 2021
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning
MIDL 2021
Multilingual Speech Translation KIT @ IWSLT2021
ACL 2021
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase
EACL 2021
GTA: Graph Truncated Attention for Retrosynthesis
AAAI 2021
Learning to Pre-train Graph Neural Networks
AAAI 2021
Anytime Inference with Distilled Hierarchical Neural Ensembles
AAAI 2021
Token-Aware Virtual Adversarial Training in Natural Language Understanding
AAAI 2021
Extracting Zero-shot Structured Information from Form-like Documents: Pretraining with Keys and Triggers
AAAI 2021
ActionBert: Leveraging User Actions for Semantic Understanding of User Interfaces
AAAI 2021
TA-MAMC at SemEval-2021 Task 4: Task-adaptive Pretraining and Multi-head Attention for Abstract Meaning Reading Comprehension
IJCNLP 2021
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