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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Multilingual Relation Classification via Efficient and Effective Prompting EMNLP 2022
LEVEN: A Large-Scale Chinese Legal Event Detection Dataset ACL 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022
Learning from the Tangram to Solve Mini Visual Tasks AAAI 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022
OA-FSUI2IT: A Novel Few-Shot Cross Domain Object Detection Framework with Object-Aware Few-Shot Unsupervised Image-to-Image Translation AAAI 2022
Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022
GALAXY: Graph-based Active Learning at the Extreme ICML 2022
Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention AAAI 2022
Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022
Event Causality Identification via Derivative Prompt Joint Learning COLING 2022
MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification COLING 2022
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning EMNLP 2022
Large language models are few-shot clinical information extractors EMNLP 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022
“Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds EMNLP 2022
Contrastive Demonstration Tuning for Pre-trained Language Models EMNLP 2022
Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning EMNLP 2022
In-Context Learning for Few-Shot Dialogue State Tracking EMNLP 2022
Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts EMNLP 2022
A Benchmark for Neural Readability Assessment of Texts in Spanish EMNLP 2022
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking IJCNLP 2022
Are Prompt-based Models Clueless? ACL 2022
Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022
AdaVocoder: Adaptive Vocoder for Custom Voice INTERSPEECH 2022