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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

This Patient Looks Like That Patient: Prototypical Networks for Interpretable Diagnosis Prediction from Clinical Text IJCNLP 2022
Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention AAAI 2022
Missing Modality meets Meta Sampling (M3S): An Efficient Universal Approach for Multimodal Sentiment Analysis with Missing Modality IJCNLP 2022
Towards Summary Candidates Fusion EMNLP 2022
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation EMNLP 2022
Detecting Dissonant Stance in Social Media: The Role of Topic Exposure EMNLP 2022
Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation EMNLP 2022
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