← Techniques
Deep Learning › Techniques ›

Contrastive Learning

403 directly classified papers

Papers per year

Papers

Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders EMNLP 2022
Improve Interpretability of Neural Networks via Sparse Contrastive Coding EMNLP 2022
Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis EMNLP 2022
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval ACL 2022
Frequency-Aware Contrastive Learning for Neural Machine Translation AAAI 2022
Sequence Level Contrastive Learning for Text Summarization AAAI 2022
Long Context Question Answering via Supervised Contrastive Learning NAACL 2022
Learning Dialogue Representations from Consecutive Utterances NAACL 2022
Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks NAACL 2022
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding COLING 2022
CLOWER: A Pre-trained Language Model with Contrastive Learning over Word and Character Representations COLING 2022
SelF-Eval: Self-supervised Fine-grained Dialogue Evaluation COLING 2022
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection ACL 2022
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding ACL 2022
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models ACL 2022
Keywords and Instances: A Hierarchical Contrastive Learning Framework Unifying Hybrid Granularities for Text Generation 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
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning ACL 2022
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference 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
MCSE: Multimodal Contrastive Learning of Sentence Embeddings NAACL 2022
CGIM: A Cycle Guided Interactive Learning Model for Consistency Identification in Task-oriented Dialogue COLING 2022