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Methodology
← Learning Types
Machine Learning
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Learning Types
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Contrastive Learning
3535 directly classified papers
Papers per year
2011: 1
2013: 1
2014: 1
2017: 3
2018: 10
2019: 26
2020: 88
2021: 394
2022: 627
2023: 852
2024: 698
2025: 616
2026: 218
Papers
Induce Spoken Dialog Intents via Deep Unsupervised Context Contrastive Clustering
INTERSPEECH 2022
Unsupervised Data Selection via Discrete Speech Representation for ASR
INTERSPEECH 2022
SCaLa: Supervised Contrastive Learning for End-to-End Speech Recognition
INTERSPEECH 2022
Augment with Care: Contrastive Learning for Combinatorial Problems
ICML 2022
Hierarchically Decoupled Spatial-Temporal Contrast for Self-Supervised Video Representation Learning
WACV 2022
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning
ACL 2022
SCD: Self-Contrastive Decorrelation of Sentence Embeddings
ACL 2022
HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction
ACL 2022
MirrorAlign: A Super Lightweight Unsupervised Word Alignment Model via Cross-Lingual Contrastive Learning
ACL 2022
COCO-DR: Combating the Distribution Shift in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning
EMNLP 2022
QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation
EMNLP 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning
EMNLP 2022
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering
EMNLP 2022
Neural Machine Translation with Contrastive Translation Memories
EMNLP 2022
Momentum Contrastive Pre-training for Question Answering
EMNLP 2022
Sentiment-Aware Word and Sentence Level Pre-training for Sentiment Analysis
EMNLP 2022
Contrastive Learning enhanced Author-Style Headline Generation
EMNLP 2022
Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation
EMNLP 2022
Let the CAT out of the bag: Contrastive Attributed explanations for Text
EMNLP 2022
Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings
EMNLP 2022
Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders
EMNLP 2022
Query-based Instance Discrimination Network for Relational Triple Extraction
EMNLP 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
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