Few-Shot Learning

OpineSum: Entailment-based self-training for abstractive opinion summarization ACL 2023 Opportunities and Challenges in Neural Dialog Tutoring EACL 2023 Ord2Seq: Regarding Ordinal Regression as Label Sequence Prediction ICCV 2023 OTAvatar: One-Shot Talking Face Avatar With Controllable Tri-Plane Rendering CVPR 2023 Overview of PragTag-2023: Low-Resource Multi-Domain Pragmatic Tagging of Peer Reviews EMNLP 2023 PAC-tuning: Fine-tuning Pre-trained Language Models with PAC-driven Perturbed Gradient Descent EMNLP 2023 PaLM: Scaling Language Modeling with Pathways JMLR 2023 Parallel Attention Interaction Network for Few-Shot Skeleton-Based Action Recognition ICCV 2023 Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing NeurIPS 2023 PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023 Pipeline Enabling Zero-shot Classification for Bangla Handwritten Grapheme EMNLP 2023 PLOT: Prompt Learning with Optimal Transport for Vision-Language Models ICLR 2023 PRAM: An End-to-end Prototype-based Representation Alignment Model for Zero-resource Cross-lingual Named Entity Recognition ACL 2023 Pre-Finetuning for Few-Shot Emotional Speech Recognition Interspeech 2023 Pre-Training to Learn in Context ACL 2023 Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning ACL 2023 Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation AAAI 2023 Promptagator: Few-shot Dense Retrieval From 8 Examples ICLR 2023 Prompt-aligned Gradient for Prompt Tuning ICCV 2023 Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners AAAI 2023 Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning ACL 2023 PromptBoosting: Black-Box Text Classification with Ten Forward Passes ICML 2023 PromptCap: Prompt-Guided Image Captioning for VQA with GPT-3 ICCV 2023 Prompt, Generate, Then Cache: Cascade of Foundation Models Makes Strong Few-Shot Learners CVPR 2023 Prompting Large Language Models with Chain-of-Thought for Few-Shot Knowledge Base Question Generation EMNLP 2023