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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

The ADAIO System at the BEA-2023 Shared Task: Shared Task Generating AI Teacher Responses in Educational Dialogues ACL 2023
OpineSum: Entailment-based self-training for abstractive opinion summarization ACL 2023
AraMUS: Pushing the Limits of Data and Model Scale for Arabic Natural Language Processing ACL 2023
Few-shot Classification with Hypersphere Modeling of Prototypes ACL 2023
Dataset Distillation with Attention Labels for Fine-tuning BERT ACL 2023
Consistent Prototype Learning for Few-Shot Continual Relation Extraction ACL 2023
FLamE: Few-shot Learning from Natural Language Explanations ACL 2023
Infusing Hierarchical Guidance into Prompt Tuning: A Parameter-Efficient Framework for Multi-level Implicit Discourse Relation Recognition ACL 2023
Improving and Simplifying Template-Based Named Entity Recognition EACL 2023
End-to-end Case-Based Reasoning for Commonsense Knowledge Base Completion EACL 2023
Training Chain-of-Thought via Latent-Variable Inference NIPS 2023
“A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023
Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models ACL 2023
Medical knowledge-enhanced prompt learning for diagnosis classification from clinical text ACL 2023
WangLab at MEDIQA-Chat 2023: Clinical Note Generation from Doctor-Patient Conversations using Large Language Models ACL 2023
Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning ACL 2023
Transductive Few-Shot Learning With Prototype-Based Label Propagation by Iterative Graph Refinement CVPR 2023
Cross-Domain Few-Shot Graph Classification with a Reinforced Task Coordinator AAAI 2023
Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation AAAI 2023
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task CVPR 2023
SinGRAF: Learning a 3D Generative Radiance Field for a Single Scene CVPR 2023
BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning CVPR 2023
Bi-Level Meta-Learning for Few-Shot Domain Generalization CVPR 2023
Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled Data ACL 2023
StoryWars: A Dataset and Instruction Tuning Baselines for Collaborative Story Understanding and Generation ACL 2023