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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

Improving Barely Supervised Learning by Discriminating Unlabeled Samples with Super-Class NIPS 2022
Flamingo: a Visual Language Model for Few-Shot Learning NIPS 2022
A Closer Look at Prototype Classifier for Few-shot Image Classification NIPS 2022
Prompt-learning for Fine-grained Entity Typing EMNLP 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022
Dyna-bAbI: unlocking bAbI’s potential with dynamic synthetic benchmarking NAACL 2022
BadPrompt: Backdoor Attacks on Continuous Prompts NIPS 2022
Few-shot Table-to-text Generation with Prefix-Controlled Generator COLING 2022
PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization COLING 2022
Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models COLING 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NIPS 2022
Data Distributional Properties Drive Emergent In-Context Learning in Transformers NIPS 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models NIPS 2022
BigBio: A Framework for Data-Centric Biomedical Natural Language Processing NIPS 2022
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression NIPS 2022
Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
Low-resource Neural Machine Translation with Cross-modal Alignment EMNLP 2022
An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks EMNLP 2022
Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022
ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification ACL 2022
Tailoring Visual Object Representations to Human Requirements: A Case Study with a Recycling Robot CORL 2022
Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment CVPR 2022
Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport NIPS 2022
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue EMNLP 2022