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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

Multi-Head Adapter Routing for Cross-Task Generalization NIPS 2023
SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning NIPS 2023
Meta-AdaM: An Meta-Learned Adaptive Optimizer with Momentum for Few-Shot Learning NIPS 2023
Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment CVPR 2023
AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection CVPR 2023
StoryWars: A Dataset and Instruction Tuning Baselines for Collaborative Story Understanding and Generation ACL 2023
Multi-Document Summarization with Centroid-Based Pretraining ACL 2023
Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled Data ACL 2023
MDC at BioLaySumm Task 1: Evaluating GPT Models for Biomedical Lay Summarization ACL 2023
Adapting Emotion Detection to Analyze Influence Campaigns on Social Media ACL 2023
The Art of Prompting: Event Detection based on Type Specific Prompts ACL 2023
MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023
Is GPT-3 a Good Data Annotator? ACL 2023
Few-shot Event Detection: An Empirical Study and a Unified View ACL 2023
A Language-First Approach for Procedure Planning ACL 2023
Exploring the Curious Case of Code Prompts ACL 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023
DePlot: One-shot visual language reasoning by plot-to-table translation ACL 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes ACL 2023
Separating Context and Pattern: Learning Disentangled Sentence Representations for Low-Resource Extractive Summarization ACL 2023
Residual Prompt Tuning: improving prompt tuning with residual reparameterization ACL 2023
Chain of Thought Prompting Elicits Knowledge Augmentation ACL 2023
Finding Support Examples for In-Context Learning EMNLP 2023
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text ACL 2023
Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer CVPR 2023