Few-Shot Learning

Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023 The ADAIO System at the BEA-2023 Shared Task: Shared Task Generating AI Teacher Responses in Educational Dialogues ACL 2023 The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning EMNLP 2023 The Devil is in the Details: On Models and Training Regimes for Few-Shot Intent Classification EACL 2023 The Devil is in the Wrongly-classified Samples: Towards Unified Open-set Recognition ICLR 2023 The Unreasonable Effectiveness of Few-shot Learning for Machine Translation ICML 2023 Towards Agile Text Classifiers for Everyone EMNLP 2023 Towards Discriminative and Transferable One-Stage Few-Shot Object Detectors WACV 2023 Towards Few-Annotation Learning for Object Detection: Are Transformer-Based Models More Efficient? WACV 2023 Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning EMNLP 2023 Towards LLM-driven Dialogue State Tracking EMNLP 2023 Towards Low-resource Language Generation with Limited Supervision EMNLP 2023 Towards Reasoning in Large Language Models: A Survey ACL 2023 Tracking Anything with Decoupled Video Segmentation ICCV 2023 Training Chain-of-Thought via Latent-Variable Inference NeurIPS 2023 Transductive Feature Space Regularization for Few-shot Bioacoustic Event Detection Interspeech 2023 Transductive Few-Shot Learning With Prototype-Based Label Propagation by Iterative Graph Refinement CVPR 2023 Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models EMNLP 2023 Transfer-Free Data-Efficient Multilingual Slot Labeling EMNLP 2023 Translate First Reorder Later: Leveraging Monotonicity in Semantic Parsing EACL 2023 Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning ICML 2023 Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 2023 Understanding Few-Shot Learning: Measuring Task Relatedness and Adaptation Difficulty via Attributes NeurIPS 2023 Understanding In-Context Learning via Supportive Pretraining Data ACL 2023 UniEvent: Unified Generative Model with Multi-Dimensional Prefix for Zero-Shot Event-Relational Reasoning ACL 2023