Few-Shot Learning

Imagination-Augmented Natural Language Understanding NAACL 2022 Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning EMNLP 2022 Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT NAACL 2022 Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations CVPR 2022 Improving Compositional Generalization with Self-Training for Data-to-Text Generation ACL 2022 Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022 Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions NAACL 2022 Improving In-Context Few-Shot Learning via Self-Supervised Training NAACL 2022 Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning ACL 2022 In-Context Learning for Few-Shot Dialogue State Tracking EMNLP 2022 Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking EMNLP 2022 Inductive Relation Prediction by BERT AAAI 2022 Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention AAAI 2022 Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022 InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning EMNLP 2022 Integrative Few-Shot Learning for Classification and Segmentation CVPR 2022 Interactive Symbol Grounding with Complex Referential Expressions NAACL 2022 Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation NeurIPS 2022 Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022 Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022 Iterative Few-shot Semantic Segmentation from Image Label Text IJCAI 2022 JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset EMNLP 2022 Kernelized Few-Shot Object Detection With Efficient Integral Aggregation CVPR 2022 KiPT: Knowledge-injected Prompt Tuning for Event Detection COLING 2022 Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains ACL 2022