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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

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
SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation CVPR 2024
One Prompt Word is Enough to Boost Adversarial Robustness for Pre-trained Vision-Language Models CVPR 2024
Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation CVPR 2024
One-Shot Open Affordance Learning with Foundation Models CVPR 2024
Guided Profile Generation Improves Personalization with Large Language Models EMNLP 2024
Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning EMNLP 2024
TOOLVERIFIER: Generalization to New Tools via Self-Verification EMNLP 2024
Personalized Video Comment Generation EMNLP 2024
Continuous Attentive Multimodal Prompt Tuning for Few-Shot Multimodal Sarcasm Detection EMNLP 2024
Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy EMNLP 2024
Evidence-backed Fact Checking using RAG and Few-Shot In-Context Learning with LLMs EMNLP 2024
Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classification EMNLP 2024
Classify First, and Then Extract: Prompt Chaining Technique for Information Extraction EMNLP 2024
Generating Interpretations of Policy Announcements EMNLP 2024
Order Up! Micromanaging Inconsistencies in ChatGPT-4o Text Analyses EMNLP 2024
Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models EMNLP 2024
Hypothesis Generation with Large Language Models EMNLP 2024
TMU-HIT’s Submission for the WMT24 Quality Estimation Shared Task: Is GPT-4 a Good Evaluator for Machine Translation? EMNLP 2024