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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

A New Dataset and Empirical Study for Sentence Simplification in Chinese ACL 2023
Dual Class Knowledge Propagation Network for Multi-label Few-shot Intent Detection ACL 2023
What does the Failure to Reason with “Respectively” in Zero/Few-Shot Settings Tell Us about Language Models? ACL 2023
Benchmarking Large Language Model Capabilities for Conditional Generation ACL 2023
Limitations of Language Models in Arithmetic and Symbolic Induction ACL 2023
How Do In-Context Examples Affect Compositional Generalization? ACL 2023
HINT: Hypernetwork Instruction Tuning for Efficient Zero- and Few-Shot Generalisation ACL 2023
Understanding In-Context Learning via Supportive Pretraining Data ACL 2023
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors ACL 2023
XSemPLR: Cross-Lingual Semantic Parsing in Multiple Natural Languages and Meaning Representations ACL 2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023
Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions ACL 2023
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023
MultiTool-CoT: GPT-3 Can Use Multiple External Tools with Chain of Thought Prompting ACL 2023
AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models ACL 2023
Teaching Small Language Models to Reason ACL 2023
Revisiting Automated Prompting: Are We Actually Doing Better? ACL 2023
ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification AAAI 2022
Fortunately, Discourse Markers Can Enhance Language Models for Sentiment Analysis AAAI 2022
Improving Compositional Generalization with Self-Training for Data-to-Text Generation ACL 2022
Are Prompt-based Models Clueless? ACL 2022
Search and Learn: Improving Semantic Coverage for Data-to-Text Generation AAAI 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation CORL 2022