Few-Shot Learning

Knowledge-grounded Dialog State Tracking EMNLP 2022 Label Definitions Improve Semantic Role Labeling NAACL 2022 Label Hallucination for Few-Shot Classification AAAI 2022 Label Semantic Aware Pre-training for Few-shot Text Classification ACL 2022 Label, Verify, Correct: A Simple Few Shot Object Detection Method CVPR 2022 Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners NeurIPS 2022 Large language models are few-shot clinical information extractors EMNLP 2022 LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification NAACL 2022 Learngene: From Open-World to Your Learning Task AAAI 2022 Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization NeurIPS 2022 Learning from Few Samples: Transformation-Invariant SVMs with Composition and Locality at Multiple Scales NeurIPS 2022 Learning from the Tangram to Solve Mini Visual Tasks AAAI 2022 Learning Non-Target Knowledge for Few-Shot Semantic Segmentation CVPR 2022 Learning Prototype-oriented Set Representations for Meta-Learning ICLR 2022 Learning To Affiliate: Mutual Centralized Learning for Few-Shot Classification CVPR 2022 Learning to Ask for Data-Efficient Event Argument Extraction (Student Abstract) AAAI 2022 Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations IJCAI 2022 Learning To Memorize Feature Hallucination for One-Shot Image Generation CVPR 2022 Learning To Retrieve Prompts for In-Context Learning NAACL 2022 LEVEN: A Large-Scale Chinese Legal Event Detection Dataset ACL 2022 Leveraging QA Datasets to Improve Generative Data Augmentation EMNLP 2022 LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting COLING 2022 LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022 LM-BFF-MS: Improving Few-Shot Fine-tuning of Language Models based on Multiple Soft Demonstration Memory ACL 2022 Long-Short Term Cross-Transformer in Compressed Domain for Few-Shot Video Classification IJCAI 2022