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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

KE-GCL: Knowledge Enhanced Graph Contrastive Learning for Commonsense Question Answering EMNLP 2022
Conditioned Masked Language and Image Modeling for Image-Text Dense Retrieval EMNLP 2022
Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking EMNLP 2022
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble EMNLP 2022
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem EMNLP 2022
STAR: SQL Guided Pre-Training for Context-dependent Text-to-SQL Parsing EMNLP 2022
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation EMNLP 2022
BioLORD: Learning Ontological Representations from Definitions for Biomedical Concepts and their Textual Descriptions EMNLP 2022
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning EMNLP 2022
Event-Centric Question Answering via Contrastive Learning and Invertible Event Transformation EMNLP 2022
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning EMNLP 2022
RaP: Redundancy-aware Video-language Pre-training for Text-Video Retrieval EMNLP 2022
FCGCL: Fine- and Coarse-Granularity Contrastive Learning for Speech Translation EMNLP 2022
Learning Invariant Representation Improves Robustness for MRC Models EMNLP 2022
Textual Enhanced Contrastive Learning for Solving Math Word Problems EMNLP 2022
Structural Contrastive Representation Learning for Zero-shot Multi-label Text Classification EMNLP 2022
Con-NAT: Contrastive Non-autoregressive Neural Machine Translation EMNLP 2022
Repo4QA: Answering Coding Questions via Dense Retrieval on GitHub Repositories COLING 2022
Dual-Head Contrastive Domain Adaptation for Video Action Recognition WACV 2022
Distance-Based Hyperspherical Classification for Multi-Source Open-Set Domain Adaptation WACV 2022
Contrasting the landscape of contrastive and non-contrastive learning AISTATS 2022
Soft-Labeled Contrastive Pre-Training for Function-Level Code Representation EMNLP 2022
CodeRetriever: A Large Scale Contrastive Pre-Training Method for Code Search EMNLP 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings EMNLP 2022