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Representation Learning

20,822 papers

Papers per year

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309
2011
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Papers

Towards Better Context-aware Lexical Semantics:Adjusting Contextualized Representations through Static Anchors EMNLP 2020
Are “Undocumented Workers” the Same as “Illegal Aliens”? Disentangling Denotation and Connotation in Vector Spaces EMNLP 2020
Learning Explainable Linguistic Expressions with Neural Inductive Logic Programming for Sentence Classification EMNLP 2020
Generating Dialogue Responses from a Semantic Latent Space EMNLP 2020
Do Explicit Alignments Robustly Improve Multilingual Encoders? EMNLP 2020
Character-level Representations Improve DRS-based Semantic Parsing Even in the Age of BERT EMNLP 2020
Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models EMNLP 2020
Investigating representations of verb bias in neural language models EMNLP 2020
Text Segmentation by Cross Segment Attention EMNLP 2020
Methods for Numeracy-Preserving Word Embeddings EMNLP 2020
An Empirical Investigation of Contextualized Number Prediction EMNLP 2020
Assessing Phrasal Representation and Composition in Transformers EMNLP 2020
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification EMNLP 2020
Semantic Label Smoothing for Sequence to Sequence Problems EMNLP 2020
Training for Gibbs Sampling on Conditional Random Fields with Neural Scoring Factors EMNLP 2020
Probing Task-Oriented Dialogue Representation from Language Models EMNLP 2020
Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing EMNLP 2020
Seq2Edits: Sequence Transduction Using Span-level Edit Operations EMNLP 2020
Blank Language Models EMNLP 2020
COD3S: Diverse Generation with Discrete Semantic Signatures EMNLP 2020
Quantifying Intimacy in Language EMNLP 2020
Introducing a New Dataset for Event Detection in Cybersecurity Texts EMNLP 2020
Sequence-Level Mixed Sample Data Augmentation EMNLP 2020
Deep Weighted MaxSAT for Aspect-based Opinion Extraction EMNLP 2020
Learning to Pronounce Chinese Without a Pronunciation Dictionary EMNLP 2020