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Representation Learning

4,516 papers

Papers per year

Papers

Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent EMNLP 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies EMNLP 2021
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning EMNLP 2021
Biomedical Concept Normalization by Leveraging Hypernyms EMNLP 2021
Leveraging Capsule Routing to Associate Knowledge with Medical Literature Hierarchically EMNLP 2021
Label-Enhanced Hierarchical Contextualized Representation for Sequential Metaphor Identification EMNLP 2021
Enhancing Multiple-choice Machine Reading Comprehension by Punishing Illogical Interpretations EMNLP 2021
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast EMNLP 2021
To be Closer: Learning to Link up Aspects with Opinions EMNLP 2021
Natural Language Video Localization with Learnable Moment Proposals EMNLP 2021
Data-to-text Generation by Splicing Together Nearest Neighbors EMNLP 2021
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy EMNLP 2021
“Average” Approximates “First Principal Component”? An Empirical Analysis on Representations from Neural Language Models EMNLP 2021
Pairwise Supervised Contrastive Learning of Sentence Representations EMNLP 2021
Analyzing the Surprising Variability in Word Embedding Stability Across Languages EMNLP 2021
Summarize-then-Answer: Generating Concise Explanations for Multi-hop Reading Comprehension EMNLP 2021
Universal Sentence Representation Learning with Conditional Masked Language Model EMNLP 2021
Surface Form Competition: Why the Highest Probability Answer Isn’t Always Right EMNLP 2021
ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries EMNLP 2021
Robust Open-Vocabulary Translation from Visual Text Representations EMNLP 2021
Effective Sequence-to-Sequence Dialogue State Tracking EMNLP 2021
Language-agnostic Representation from Multilingual Sentence Encoders for Cross-lingual Similarity Estimation EMNLP 2021
Enhancing the Context Representation in Similarity-based Word Sense Disambiguation EMNLP 2021
Integrating Personalized PageRank into Neural Word Sense Disambiguation EMNLP 2021
Cross-lingual Sentence Embedding using Multi-Task Learning EMNLP 2021