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Deep Learning
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Language Models
705 directly classified papers
Papers per year
2008: 1
2012: 1
2014: 1
2015: 1
2017: 8
2018: 21
2019: 41
2020: 86
2021: 95
2022: 127
2023: 126
2024: 98
2025: 99
Papers
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus
EMNLP 2021
Why Do Pretrained Language Models Help in Downstream Tasks? An Analysis of Head and Prompt Tuning
NIPS 2021
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization
AAAI 2021
Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks
AAAI 2021
Measure and Evaluation of Semantic Divergence across Two Languages
ACL 2021
What Context Features Can Transformer Language Models Use?
ACL 2021
BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized Data
ACL 2021
Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models
EMNLP 2021
The Impact of Positional Encodings on Multilingual Compression
EMNLP 2021
Do Long-Range Language Models Actually Use Long-Range Context?
EMNLP 2021
Memory and Knowledge Augmented Language Models for Inferring Salience in Long-Form Stories
EMNLP 2021
Relational World Knowledge Representation in Contextual Language Models: A Review
EMNLP 2021
How much pretraining data do language models need to learn syntax?
EMNLP 2021
Sorting through the noise: Testing robustness of information processing in pre-trained language models
EMNLP 2021
You should evaluate your language model on marginal likelihood over tokenisations
EMNLP 2021
APIRecX: Cross-Library API Recommendation via Pre-Trained Language Model
EMNLP 2021
Chinese WPLC: A Chinese Dataset for Evaluating Pretrained Language Models on Word Prediction Given Long-Range Context
EMNLP 2021
Structural Adapters in Pretrained Language Models for AMR-to-Text Generation
EMNLP 2021
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERT
EMNLP 2021
Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling Approach
EMNLP 2021
Controlled Evaluation of Grammatical Knowledge in Mandarin Chinese Language Models
EMNLP 2021
NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge Bases
EMNLP 2021
IGA: An Intent-Guided Authoring Assistant
EMNLP 2021
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation
EMNLP 2021
Generating Datasets with Pretrained Language Models
EMNLP 2021
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