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A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned, and Perspectives
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-030-58539-6_33openalex-snapshot
A Unifying Mutual Information View of Metric Learning: Cross-Entropy vs. Pairwise Losses
inferredcites →https://doi.org/10.1007/978-3-030-58595-2_41openalex-snapshot
A Metric Learning Reality Check
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00975openalex-snapshot
Momentum Contrast for Unsupervised Visual Representation Learning
inferredcites →https://doi.org/10.1109/iccv.2019.00986openalex-snapshot
Transferable Contrastive Network for Generalized Zero-Shot Learning
inferredcites →https://doi.org/10.1145/3447548.3467265openalex-snapshot
Leveraging Latent Features for Local Explanations
inferredcites →https://doi.org/10.1145/3474085.3475637openalex-snapshot
Dense Contrastive Visual-Linguistic Pretraining
inferredcites →https://doi.org/10.1162/tacl_a_00259openalex-snapshot
GILE: A Generalized Input-Label Embedding for Text Classification
inferredcites →https://doi.org/10.1609/aaai.v36i10.21318openalex-snapshot
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.194openalex-snapshot
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.207openalex-snapshot
SPECTER: Document-level Representation Learning using Citation-informed Transformers
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.439openalex-snapshot
Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.586openalex-snapshot
Words Aren’t Enough, Their Order Matters: On the Robustness of Grounding Visual Referring Expressions
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.671openalex-snapshot
Contrastive Self-Supervised Learning for Commonsense Reasoning
inferredcites →https://doi.org/10.18653/v1/2020.coling-main.213openalex-snapshot
Learning with Contrastive Examples for Data-to-Text Generation
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.20openalex-snapshot
Pre-Training Transformers as Energy-Based Cloze Models
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.36openalex-snapshot
Contrastive Distillation on Intermediate Representations for Language Model Compression
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.403openalex-snapshot
On Losses for Modern Language Models
inferredcites →https://doi.org/10.18653/v1/2021.acl-long.72openalex-snapshot
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations
inferredcites →https://doi.org/10.18653/v1/2021.eacl-srw.11openalex-snapshot
Contrasting distinct structured views to learn sentence embeddings
inferredcites →https://doi.org/10.18653/v1/2021.findings-acl.336openalex-snapshot
Explaining NLP Models via Minimal Contrastive Editing (MiCE)
inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.280openalex-snapshot
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training
inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.802openalex-snapshot
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
inferredcites →https://doi.org/10.18653/v1/d18-1405openalex-snapshot
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inferredcites →https://doi.org/10.18653/v1/d19-1301openalex-snapshot
Contrastive Attention Mechanism for Abstractive Sentence Summarization
inferredcites →https://doi.org/10.18653/v1/w19-5354openalex-snapshot
The MuCoW Test Suite at WMT 2019: Automatically Harvested Multilingual Contrastive Word Sense Disambiguation Test Sets for Machine Translation
inferredcites →https://doi.org/10.3390/cmsf2022003010openalex-snapshot
Long-Tail Zero and Few-Shot Learning via Contrastive Pretraining on and for Small Data
inferredcites →https://doi.org/10.36227/techrxiv.12308378.v1openalex-snapshot
CERT: Contrastive Self-supervised Learning for Language Understanding
inferredcites →https://doi.org/10.4230/lipics.cp.2025.31openalex-snapshot
HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case
inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot
Efficient Estimation of Word Representations in Vector Space
inferredcites →https://doi.org/10.48550/arxiv.1310.4546openalex-snapshot
Distributed Representations of Words and Phrases and their Compositionality
inferredcites →https://doi.org/10.48550/arxiv.1803.02893openalex-snapshot
An efficient framework for learning sentence representations
inferredcites →https://doi.org/10.48550/arxiv.1808.06670openalex-snapshot
Learning deep representations by mutual information estimation and maximization
inferredcites →https://doi.org/10.48550/arxiv.1910.10683openalex-snapshot
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
inferredcites →https://doi.org/10.48550/arxiv.2006.03659openalex-snapshot
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations
inferredcites →https://doi.org/10.48550/arxiv.2006.07733openalex-snapshot
Bootstrap your own latent: A new approach to self-supervised Learning
inferredcites →https://doi.org/10.48550/arxiv.2010.06682openalex-snapshot
Are all negatives created equal in contrastive instance discrimination?
inferredcites →https://doi.org/10.48550/arxiv.2010.08670openalex-snapshot
CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding
inferredcites →https://doi.org/10.48550/arxiv.2012.15466openalex-snapshot
CLEAR: Contrastive Learning for Sentence Representation
inferredcites →https://doi.org/10.48550/arxiv.2102.05918openalex-snapshot
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
inferredcites →https://doi.org/10.48550/arxiv.2102.08473openalex-snapshot
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining
inferredcites →https://doi.org/10.48550/arxiv.2102.08850openalex-snapshot
Contrastive Learning Inverts the Data Generating Process
inferredcites →https://doi.org/10.48550/arxiv.2103.00020openalex-snapshot
Learning Transferable Visual Models From Natural Language Supervision
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A temporal knowledge graph reasoning model based on recurrent encoding and contrastive learning
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