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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

Knowledge-grounded Dialog State Tracking EMNLP 2022
ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms EMNLP 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP EMNLP 2022
JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset EMNLP 2022
Dynamic Augmentation Data Selection for Few-shot Text Classification EMNLP 2022
Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again EMNLP 2022
Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning CVPR 2022
Deep Vanishing Point Detection: Geometric Priors Make Dataset Variations Vanish CVPR 2022
Long-Tail Recognition via Compositional Knowledge Transfer CVPR 2022
Generating Representative Samples for Few-Shot Classification CVPR 2022
Integrative Few-Shot Learning for Classification and Segmentation CVPR 2022
iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022
Cross-Domain Few-Shot Learning With Task-Specific Adapters CVPR 2022
Few-Shot Learning With Noisy Labels CVPR 2022
Controllable Dialogue Simulation with In-context Learning EMNLP 2022
Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022
A Unified Dialogue User Simulator for Few-shot Data Augmentation EMNLP 2022
Prompt Distribution Learning CVPR 2022
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction AAAI 2022
Barely-Supervised Learning: Semi-supervised Learning with Very Few Labeled Images AAAI 2022
OA-FSUI2IT: A Novel Few-Shot Cross Domain Object Detection Framework with Object-Aware Few-Shot Unsupervised Image-to-Image Translation AAAI 2022
Learning from the Tangram to Solve Mini Visual Tasks AAAI 2022
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training AAAI 2022
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup EMNLP 2022
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition EMNLP 2022