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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

Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022
Keyword Spotting with Synthetic Data using Heterogeneous Knowledge Distillation INTERSPEECH 2022
Improving Spoken Language Understanding with Cross-Modal Contrastive Learning INTERSPEECH 2022
WavPrompt: Towards Few-Shot Spoken Language Understanding with Frozen Language Models INTERSPEECH 2022
Does Utterance entails Intent?: Evaluating Natural Language Inference Based Setup for Few-Shot Intent Detection INTERSPEECH 2022
Classical Sequence Match Is a Competitive Few-Shot One-Class Learner COLING 2022
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking IJCNLP 2022
Cross-lingual Few-Shot Learning on Unseen Languages IJCNLP 2022
Eureka: Neural Insight Learning for Knowledge Graph Reasoning COLING 2022
Arabic Dialect Identification with a Few Labeled Examples Using Generative Adversarial Networks IJCNLP 2022
AdaVocoder: Adaptive Vocoder for Custom Voice INTERSPEECH 2022
Training speaker recognition systems with limited data INTERSPEECH 2022
Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning COLING 2022
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework AAAI 2022
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022
Few-Shot Table Understanding: A Benchmark Dataset and Pre-Training Baseline COLING 2022
Learning Tensor Representations for Meta-Learning AISTATS 2022
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