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

X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in Classification ACL 2024

Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024

Empirical Analysis of Dialogue Relation Extraction with Large Language Models IJCAI 2024

Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition EACL 2024

Keypoint Action Tokens Enable In-Context Imitation Learning in Robotics RSS 2024

Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024

WisPerMed at “Discharge Me!”: Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV ACL 2024

Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NIPS 2024

UniBuc at SemEval-2024 Task 2: Tailored Prompting with Solar for Clinical NLI SEMEVAL 2024

AE-NeRF: Audio Enhanced Neural Radiance Field for Few Shot Talking Head Synthesis AAAI 2024

LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024

Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors IJCAI 2024

Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora CONLL 2024

Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning NAACL 2024

Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning ACL 2024

Demonstration Augmentation for Zero-shot In-context Learning ACL 2024

In-Context Example Retrieval from Multi-Perspectives for Few-Shot Aspect-Based Sentiment Analysis COLING 2024

Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study COLING 2024

Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024

Continuous Attentive Multimodal Prompt Tuning for Few-Shot Multimodal Sarcasm Detection CONLL 2024

A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection NAACL 2024

Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification IJCAI 2024

Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors COLING 2024

Can GPT4 Detect Euphemisms across Multiple Languages? NAACL 2024

PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction IJCAI 2024