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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

Free Lunch: Robust Cross-Lingual Transfer via Model Checkpoint Averaging ACL 2023
TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation ACL 2023
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization ACL 2023
Deeply Coupled Cross-Modal Prompt Learning ACL 2023
Tab-CoT: Zero-shot Tabular Chain of Thought ACL 2023
Large Language Models as Instructors: A Study on Multilingual Clinical Entity Extraction ACL 2023
SummQA at MEDIQA-Chat 2023: In-Context Learning with GPT-4 for Medical Summarization ACL 2023
PLEX: Making the Most of the Available Data for Robotic Manipulation Pretraining CORL 2023
SA6D: Self-Adaptive Few-Shot 6D Pose Estimator for Novel and Occluded Objects CORL 2023
End-to-end Case-Based Reasoning for Commonsense Knowledge Base Completion EACL 2023
Improving and Simplifying Template-Based Named Entity Recognition EACL 2023
Large Language Models are few(1)-shot Table Reasoners EACL 2023
POE: Process of Elimination for Multiple Choice Reasoning EMNLP 2023
Prompting Large Language Models with Chain-of-Thought for Few-Shot Knowledge Base Question Generation EMNLP 2023
Task-Level Thinking Steps Help Large Language Models for Challenging Classification Task EMNLP 2023
Transcending Scaling Laws with 0.1% Extra Compute EMNLP 2023
From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation EMNLP 2023
Towards LLM-driven Dialogue State Tracking EMNLP 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023
Learning Customized Visual Models With Retrieval-Augmented Knowledge CVPR 2023
Meta-Learning With a Geometry-Adaptive Preconditioner CVPR 2023
Glocal Energy-Based Learning for Few-Shot Open-Set Recognition CVPR 2023
Few-Shot Referring Relationships in Videos CVPR 2023
Open-Set Likelihood Maximization for Few-Shot Learning CVPR 2023
Why Is Prompt Tuning for Vision-Language Models Robust to Noisy Labels? ICCV 2023