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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

Does GPT-3 Generate Empathetic Dialogues? A Novel In-Context Example Selection Method and Automatic Evaluation Metric for Empathetic Dialogue Generation COLING 2022
A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022
Continual Few-shot Intent Detection COLING 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022
Domain Agnostic Few-shot Learning for Speaker Verification INTERSPEECH 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
Scaling ASR Improves Zero and Few Shot Learning INTERSPEECH 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022
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