Few-Shot Learning

Reasoning Circuits: Few-shot Multi-hop Question Generation with Structured Rationales ACL 2023 Regularisation for Efficient Softmax Parameter Generation in Low-Resource Text Classifiers IJCAI 2023 Rethinking Few-Shot Medical Segmentation: A Vector Quantization View CVPR 2023 Rethinking the Correlation in Few-Shot Segmentation: A Buoys View CVPR 2023 Retrieval-Augmented Few-shot Text Classification EMNLP 2023 RETUYT-InCo at BEA 2023 Shared Task: Tuning Open-Source LLMs for Generating Teacher Responses ACL 2023 Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023 Revisiting Automated Prompting: Are We Actually Doing Better? ACL 2023 Revisiting Relation Extraction in the era of Large Language Models ACL 2023 Revisiting Sparse Retrieval for Few-shot Entity Linking EMNLP 2023 RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction EMNLP 2023 RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations ACL 2023 SAGEViz: SchemA GEneration and Visualization EMNLP 2023 Script, Language, and Labels: Overcoming Three Discrepancies for Low-Resource Language Specialization AAAI 2023 Sentiment and Emotion Classification in Low-resource Settings ACL 2023 Separating Context and Pattern: Learning Disentangled Sentence Representations for Low-Resource Extractive Summarization ACL 2023 Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction ACL 2023 SIDLR: Slot and Intent Detection Models for Low-Resource Language Varieties EACL 2023 SmartSpanNER: Making SpanNER Robust in Low Resource Scenarios EMNLP 2023 Space-time Prompting for Video Class-incremental Learning ICCV 2023 Structure and Label Constrained Data Augmentation for Cross-domain Few-shot NER EMNLP 2023 Style-Aware Radiology Report Generation with RadGraph and Few-Shot Prompting EMNLP 2023 StyleDomain: Efficient and Lightweight Parameterizations of StyleGAN for One-shot and Few-shot Domain Adaptation ICCV 2023 Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023 Supervised Contrastive Learning with Nearest Neighbor Search for Speech Emotion Recognition Interspeech 2023