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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

STSPL-SSC: Semi-Supervised Few-Shot Short Text Clustering with Semantic text similarity Optimized Pseudo-Labels ACL 2024
GRADUAL: Granularity-aware Dual Prototype Learning for Better Few-Shot Relation Extraction ACL 2024
RU at WASSA 2024 Shared Task: Task-Aligned Prompt for Predicting Empathy and Distress ACL 2024
SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation ACL 2024
Order-Agnostic Data Augmentation for Few-Shot Named Entity Recognition ACL 2024
Feature-Adaptive and Data-Scalable In-Context Learning ACL 2024
TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks ACL 2024
HBUT at #SMM4H 2024 Task1: Extraction and Normalization of Adverse Drug Events with a Large Language Model ACL 2024
Multistage Collaborative Knowledge Distillation from a Large Language Model for Semi-Supervised Sequence Generation ACL 2024
RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024
Likelihood-based Mitigation of Evaluation Bias in Large Language Models ACL 2024
GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network ACL 2024
Characterizing Large Language Models as Rationalizers of Knowledge-intensive Tasks ACL 2024
Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024
AS-ES Learning: Towards efficient CoT learning in small models ACL 2024
Guiding Large Language Models via External Attention Prompting for Scientific Extreme Summarization ACL 2024
WU_TLAXE at WASSA 2024 Explainability for Cross-Lingual Emotion in Tweets Shared Task 1: Emotion through Translation using TwHIN-BERT and GPT ACL 2024
Global and Hierarchical Geometry Consistency Priors for Few-shot NeRFs in Indoor Scenes CVPR 2024
Transductive Zero-Shot and Few-Shot CLIP CVPR 2024
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation CVPR 2024
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models CVPR 2024
Atom-Level Optical Chemical Structure Recognition with Limited Supervision CVPR 2024
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation CVPR 2024
Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning CVPR 2024
Link-Context Learning for Multimodal LLMs CVPR 2024