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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

CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking AACL 2022
On the Episodic Difficulty of Few-shot Learning ACML 2022
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue EMNLP 2022
A Benchmark for Neural Readability Assessment of Texts in Spanish EMNLP 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation EMNLP 2022
Parameter-Efficient Legal Domain Adaptation EMNLP 2022
Few-shot Learning for Feature Selection with Hilbert-Schmidt Independence Criterion NIPS 2022
Hybrid Relation Guided Set Matching for Few-Shot Action Recognition CVPR 2022
Few-Shot Head Swapping in the Wild CVPR 2022
Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference CVPR 2022
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ACL 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning AUTOML 2022
Using dependency parsing for few-shot learning in distributional semantics ACL 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022
On the Optimality Gap of Warm-Started Hyperparameter Optimization AUTOML 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout EMNLP 2022
Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task ACL 2022
Mixed Differential Privacy in Computer Vision CVPR 2022
Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer EMNLP 2022
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models ACL 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022