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Contrastive Learning

1193 directly classified papers

Papers per year

Papers

SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models ACL 2022
Improving Word Translation via Two-Stage Contrastive Learning ACL 2022
A Contrastive Framework for Learning Sentence Representations from Pairwise and Triple-wise Perspective in Angular Space ACL 2022
Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling ACL 2022
Debiased Contrastive Learning of Unsupervised Sentence Representations ACL 2022
UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ACL 2022
Lexical Knowledge Internalization for Neural Dialog Generation ACL 2022
Controlled Text Generation Using Dictionary Prior in Variational Autoencoders ACL 2022
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings ACL 2022
Virtual Augmentation Supported Contrastive Learning of Sentence Representations ACL 2022
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference ACL 2022
Syntax-guided Contrastive Learning for Pre-trained Language Model ACL 2022
Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems ACL 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding ACL 2022
The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking ACL 2022
Consistent Representation Learning for Continual Relation Extraction ACL 2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning ACL 2022
MuCoT: Multilingual Contrastive Training for Question-Answering in Low-resource Languages ACL 2022
Utilizing Cross-Modal Contrastive Learning to Improve Item Categorization BERT Model ACL 2022
MirrorAlign: A Super Lightweight Unsupervised Word Alignment Model via Cross-Lingual Contrastive Learning ACL 2022
PromptBERT: Improving BERT Sentence Embeddings with Prompts EMNLP 2022
English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings EMNLP 2022
MABEL: Attenuating Gender Bias using Textual Entailment Data EMNLP 2022
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding EMNLP 2022
Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Prediction EMNLP 2022