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Representation Learning

2843 directly classified papers

Papers per year

Papers

Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression CVPR 2021
Improving Multimodal fusion via Mutual Dependency Maximisation EMNLP 2021
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training EMNLP 2021
Contextualized Query Embeddings for Conversational Search EMNLP 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers EMNLP 2021
Conditional probing: measuring usable information beyond a baseline EMNLP 2021
Definition Modelling for Appropriate Specificity EMNLP 2021
Treasures Outside Contexts: Improving Event Detection via Global Statistics EMNLP 2021
Linguistic Dependencies and Statistical Dependence EMNLP 2021
Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification EMNLP 2021
Re-embedding Difficult Samples via Mutual Information Constrained Semantically Oversampling for Imbalanced Text Classification EMNLP 2021
Mapping probability word problems to executable representations EMNLP 2021
Phrase Retrieval Learns Passage Retrieval, Too 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
OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings EMNLP 2021
Sentence-Permuted Paragraph Generation EMNLP 2021
Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval EMNLP 2021
Mitigating False-Negative Contexts in Multi-document Question Answering with Retrieval Marginalization EMNLP 2021
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence Embeddings EMNLP 2021
Neural News Recommendation with Collaborative News Encoding and Structural User Encoding EMNLP 2021
Cartography Active Learning EMNLP 2021
Compositional Generalization via Semantic Tagging EMNLP 2021
Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering EMNLP 2021
Grounded Graph Decoding improves Compositional Generalization in Question Answering EMNLP 2021