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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022
A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022
Meta Propagation Networks for Graph Few-shot Semi-supervised Learning AAAI 2022
Hybrid Graph Neural Networks for Few-Shot Learning AAAI 2022
DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022
Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue NAACL 2022
ProQA: Structural Prompt-based Pre-training for Unified Question Answering NAACL 2022
UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis NAACL 2022
Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models NAACL 2022
Label Anchored Contrastive Learning for Language Understanding NAACL 2022
Context-Aware Abbreviation Expansion Using Large Language Models NAACL 2022
Learning Dialogue Representations from Consecutive Utterances NAACL 2022
Reframing Human-AI Collaboration for Generating Free-Text Explanations NAACL 2022
Pre-trained Token-replaced Detection Model as Few-shot Learner COLING 2022
Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning NAACL 2022
PromptGen: Automatically Generate Prompts using Generative Models 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
ANTS: A Framework for Retrieval of Text Segments in Unstructured Documents 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
SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task INTERSPEECH 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness NAACL 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer NAACL 2022