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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

Zero-Shot and Few-Shot Stance Detection on Varied Topics via Conditional Generation ACL 2023
Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation ACL 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? ACL 2023
Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning ACL 2023
InstructExcel: A Benchmark for Natural Language Instruction in Excel EMNLP 2023
Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role Labeling AAAI 2023
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings ACL 2023
Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023
Large Language Models are biased to overestimate profoundness EMNLP 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data EMNLP 2023
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks EMNLP 2023
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition AAAI 2023
Handwritten Text Generation From Visual Archetypes CVPR 2023
Dissecting In-Context Learning of Translations in GPT-3 EMNLP 2023
WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia EMNLP 2023
SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning AAAI 2023
Generative Calibration for In-context Learning EMNLP 2023
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features EMNLP 2023
MenatQA: A New Dataset for Testing the Temporal Comprehension and Reasoning Abilities of Large Language Models EMNLP 2023
What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study EMNLP 2023
Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning EMNLP 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023
Few-Shot Object Detection via Variational Feature Aggregation AAAI 2023
The Effect of Diversity in Meta-Learning AAAI 2023
Neighborhood-Regularized Self-Training for Learning with Few Labels AAAI 2023