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Text Representation

2246 directly classified papers

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Papers

LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding ACL 2022
An Embarrassingly Simple Method to Mitigate Undesirable Properties of Pretrained Language Model Tokenizers ACL 2022
When classifying grammatical role, BERT doesn’t care about word order... except when it matters ACL 2022
Tracking Semantic Shifts in German Court Decisions with Diachronic Word Embeddings EMNLP 2022
Invernet: An Inversion Attack Framework to Infer Fine-Tuning Datasets through Word Embeddings EMNLP 2022
Augmentation of Chinese Character Representations with Compositional Graph Learning (Student Abstract) AAAI 2022
Discovering Differences in the Representation of People using Contextualized Semantic Axes EMNLP 2022
BabelNet Meaning Representation: A Fully Semantic Formalism to Overcome Language Barriers AAAI 2022
WordTies: Measuring Word Associations in Language Models via Constrained Sampling EMNLP 2022
SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings EMNLP 2022
You Are My Type! Type Embeddings for Pre-trained Language Models EMNLP 2022
The Curious Case of Absolute Position Embeddings EMNLP 2022
Is anisotropy really the cause of BERT embeddings not being semantic? EMNLP 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models EMNLP 2022
Improving Bilingual Lexicon Induction with Cross-Encoder Reranking EMNLP 2022
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning EMNLP 2022
SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation EMNLP 2022
Do Language Models Understand Measurements? EMNLP 2022
BioLORD: Learning Ontological Representations from Definitions for Biomedical Concepts and their Textual Descriptions EMNLP 2022
Subword-Delimited Downsampling for Better Character-Level Translation EMNLP 2022
Visualizing the Obvious: A Concreteness-based Ensemble Model for Noun Property Prediction EMNLP 2022
Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset EMNLP 2022
Unsupervised Boundary-Aware Language Model Pretraining for Chinese Sequence Labeling EMNLP 2022
InforMask: Unsupervised Informative Masking for Language Model Pretraining EMNLP 2022
Pretraining with Artificial Language: Studying Transferable Knowledge in Language Models ACL 2022