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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Imputing Out-of-Vocabulary Embeddings with LOVE Makes LanguageModels Robust with Little Cost 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
Lexical Knowledge Internalization for Neural Dialog Generation ACL 2022
Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems ACL 2022
Mitigating Contradictions in Dialogue Based on Contrastive Learning ACL 2022
RCL: Relation Contrastive Learning for Zero-Shot Relation Extraction NAACL 2022
Negative Sample is Negative in Its Own Way: Tailoring Negative Sentences for Image-Text Retrieval NAACL 2022
TLDR at SemEval-2022 Task 1: Using Transformers to Learn Dictionaries and Representations NAACL 2022
YNU-HPCC at SemEval-2022 Task 2: Representing Multilingual Idiomaticity based on Contrastive Learning NAACL 2022
Exploring Contrastive Learning for Multimodal Detection of Misogynistic Memes NAACL 2022
Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022
Automated Essay Scoring via Pairwise Contrastive Regression COLING 2022
Augmenting Legal Judgment Prediction with Contrastive Case Relations COLING 2022
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings COLING 2022
Multi-modal Contrastive Representation Learning for Entity Alignment COLING 2022
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition COLING 2022
Type-enriched Hierarchical Contrastive Strategy for Fine-Grained Entity Typing COLING 2022
SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER COLING 2022
Improving Continual Relation Extraction through Prototypical Contrastive Learning COLING 2022
Table-based Fact Verification with Self-labeled Keypoint Alignment COLING 2022