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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

AISFG: Abundant Information Slot Filling Generator NAACL 2022
On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training NAACL 2022
MetaICL: Learning to Learn In Context NAACL 2022
Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022
MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification NAACL 2022
On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data NAACL 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering NAACL 2022
Meta Learning for Natural Language Processing: A Survey NAACL 2022
Improving Few-Shot Text-to-SQL with Meta Self-Training via Column Specificity IJCAI 2022
Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text Generation IJCAI 2022
Training Naturalized Semantic Parsers with Very Little Data IJCAI 2022
Black-Box Tuning for Language-Model-as-a-Service ICML 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization NAACL 2022
Knowledge-Grounded Dialogue Generation with a Unified Knowledge Representation NAACL 2022
LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification NAACL 2022
Few-Shot Adaptation of Pre-Trained Networks for Domain Shift IJCAI 2022
Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting INTERSPEECH 2022
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition COLING 2022
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition COLING 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022
PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022
Few Shot Cross-Lingual TTS Using Transferable Phoneme Embedding INTERSPEECH 2022
Active Few-Shot Learning for Sound Event Detection INTERSPEECH 2022