awesome-contrastive-learning-in-nlp
A curated list of contrastive learning in NLP. :-)
https://github.com/zhjohnchan/awesome-contrastive-learning-in-nlp
Last synced: about 4 hours ago
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Papers
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Research Paper
- Contrastive Learning Using Spectral Methods
- Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA
- Contrastive Learning from Pairwise Measurements
- Reducing Word Omission Errors in Neural Machine Translation: A Contrastive Learning Approach
- Unsupervised Reference-Free Summary Quality Evaluation via Contrastive Learning
- Unsupervised Natural Language Inference via Decoupled Multimodal Contrastive Learning
- Group-wise Contrastive Learning for Neural Dialogue Generation
- A Risk Communication Event Detection Model via Contrastive Learning
- A Simple Framework for Contrastive Learning of Visual Representations
- On Contrastive Learning for Likelihood-free Inference
- Adversarial Self-Supervised Contrastive Learning
- Graph Contrastive Learning with Augmentations
- What Makes for Good Views for Contrastive Learning?
- Debiased Contrastive Learning
- CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances
- Joint Contrastive Learning with Infinite Possibilities
- Robust Pre-Training by Adversarial Contrastive Learning
- Counterfactual Contrastive Learning for Weakly-Supervised Vision-Language Grounding
- Supervised Contrastive Learning
- Hard Negative Mixing for Contrastive Learning
- Contrastive Learning for Many-to-many Multilingual Neural Machine Translation
- DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations
- CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding
- Self-Guided Contrastive Learning for BERT Sentence Representations
- UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning
- ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning
- xMoCo: Cross Momentum Contrastive Learning for Open-Domain Question Answering
- UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning
- Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning
- SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization
- Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup
- Self-Supervised Contrastive Learning for Efficient User Satisfaction Prediction in Conversational Agents
- Supporting Clustering with Contrastive Learning
- Improving BERT Model Using Contrastive Learning for Biomedical Relation Extraction
- Improving Gradient-based Adversarial Training for Text Classification by Contrastive Learning and Auto-Encoder
- Bi-Granularity Contrastive Learning for Post-Training in Few-Shot Scene
- Contrastive Learning with Adversarial Examples
- Text Classification by Contrastive Learning and Cross-lingual Data Augmentation for Alzheimer’s Disease Detection
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