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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

Instruction Induction: From Few Examples to Natural Language Task Descriptions ACL 2023
Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations ACL 2023
Cold-Start Data Selection for Better Few-shot Language Model Fine-tuning: A Prompt-based Uncertainty Propagation Approach ACL 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification ACL 2023
Pre-Training to Learn in Context ACL 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning ACL 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations ACL 2023
Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023
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