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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings EMNLP 2022
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction EMNLP 2022
Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning EMNLP 2022
No Stock is an Island: Learning Internal and Relational Attributes of Stocks with Contrastive Learning EMNLP 2022
Generalizable Implicit Hate Speech Detection Using Contrastive Learning COLING 2022
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-Based Sentiment Analysis COLING 2022
Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection COLING 2022
Will It Blend? Mixing Training Paradigms & Prompting for Argument Quality Prediction COLING 2022
Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection NAACL 2022
When do Contrastive Word Alignments Improve Many-to-many Neural Machine Translation? NAACL 2022
Seeing the wood for the trees: a contrastive regularization method for the low-resource Knowledge Base Question Answering NAACL 2022
Semantic-aware Contrastive Learning for More Accurate Semantic Parsing EMNLP 2022
Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Prediction EMNLP 2022
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval EMNLP 2022
CML: A Contrastive Meta Learning Method to Estimate Human Label Confidence Scores and Reduce Data Collection Cost ACL 2022
Inductive Relation Prediction with Logical Reasoning Using Contrastive Representations EMNLP 2022
Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce EMNLP 2022
Knowledge-Rich Self-Supervision for Biomedical Entity Linking EMNLP 2022
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks CVPR 2022
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images CVPR 2022
Contrastive Data and Learning for Natural Language Processing NAACL 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering ACL 2022
ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification ACL 2022
New Intent Discovery with Pre-training and Contrastive Learning ACL 2022