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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

Retrieval-Augmented Generative Question Answering for Event Argument Extraction EMNLP 2022
Continued Pretraining for Better Zero- and Few-Shot Promptability EMNLP 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022
Question Answering Infused Pre-training of General-Purpose Contextualized Representations ACL 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NIPS 2022
ASCM: An Answer Space Clustered Prompting Method without Answer Engineering ACL 2022
K-LITE: Learning Transferable Visual Models with External Knowledge NIPS 2022
Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation Recognition EMNLP 2022
Task-guided Disentangled Tuning for Pretrained Language Models ACL 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection NIPS 2022
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels NIPS 2022
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification NIPS 2022
Few-Shot Incremental Learning for Label-to-Image Translation CVPR 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning NIPS 2022
Learning Expressive Meta-Representations with Mixture of Expert Neural Processes NIPS 2022
A Few-Shot Semantic Parser for Wizard-of-Oz Dialogues with the Precise ThingTalk Representation ACL 2022
Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment CVPR 2022
An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NIPS 2022
EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization ACL 2022
Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework ACL 2022
Fast Few-shot Debugging for NLU Test Suites ACL 2022
Answer-level Calibration for Free-form Multiple Choice Question Answering ACL 2022
Few-Shot Class-Incremental Learning for Named Entity Recognition ACL 2022