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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning NAACL 2022
Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning NAACL 2022
Improving Few-Shot Relation Classification by Prototypical Representation Learning with Definition Text NAACL 2022
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022
Learn from Relation Information: Towards Prototype Representation Rectification for Few-Shot Relation Extraction NAACL 2022
CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 NAACL 2022
Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer NAACL 2022
In-BoXBART: Get Instructions into Biomedical Multi-Task Learning NAACL 2022
”Diversity and Uncertainty in Moderation” are the Key to Data Selection for Multilingual Few-shot Transfer NAACL 2022
Transformer-based Objective-reinforced Generative Adversarial Network to Generate Desired Molecules IJCAI 2022
Document-level Event Factuality Identification via Reinforced Multi-Granularity Hierarchical Attention Networks IJCAI 2022
Improving Few-Shot Text-to-SQL with Meta Self-Training via Column Specificity IJCAI 2022
Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text Generation IJCAI 2022
CUP: Curriculum Learning based Prompt Tuning for Implicit Event Argument Extraction IJCAI 2022
Training Naturalized Semantic Parsers with Very Little Data IJCAI 2022
Diversity Features Enhanced Prototypical Network for Few-shot Intent Detection IJCAI 2022
Clickbait Detection via Contrastive Variational Modelling of Text and Label IJCAI 2022
Keyword Spotting with Synthetic Data using Heterogeneous Knowledge Distillation INTERSPEECH 2022
WavPrompt: Towards Few-Shot Spoken Language Understanding with Frozen Language Models INTERSPEECH 2022
Does Utterance entails Intent?: Evaluating Natural Language Inference Based Setup for Few-Shot Intent Detection INTERSPEECH 2022
Robust End-to-end Speaker Diarization with Generic Neural Clustering INTERSPEECH 2022
Task-Level Self-Supervision for Cross-Domain Few-Shot Learning AAAI 2022
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework AAAI 2022
RareGAN: Generating Samples for Rare Classes AAAI 2022