Few-Shot Learning

Kardeş-NLU: Transfer to Low-Resource Languages with the Help of a High-Resource Cousin – A Benchmark and Evaluation for Turkic Languages EACL 2024 KCL: Few-shot Named Entity Recognition with Knowledge Graph and Contrastive Learning COLING 2024 Keypoint Action Tokens Enable In-Context Imitation Learning in Robotics RSS 2024 kNN-ICL: Compositional Task-Oriented Parsing Generalization with Nearest Neighbor In-Context Learning NAACL 2024 Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024 KnowLab_AIMed at MEDIQA-CORR 2024: Chain-of-Though (CoT) prompting strategies for medical error detection and correction NAACL 2024 Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning NAACL 2024 Knowledge-Guided Cross-Topic Visual Question Generation COLING 2024 KnowVrDU: A Unified Knowledge-aware Prompt-Tuning Framework for Visually-rich Document Understanding COLING 2024 KU-DMIS at MEDIQA-CORR 2024: Exploring the Reasoning Capabilities of Small Language Models in Medical Error Correction NAACL 2024 Label-Aware Automatic Verbalizer for Few-Shot Text Classification in Mid-To-Low Resource Languages ACL 2024 Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training AAAI 2024 Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks AAAI 2024 LANID: LLM-assisted New Intent Discovery COLING 2024 Large Language Models as Analogical Reasoners ICLR 2024 Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning ICML 2024 Large Language Models for Mathematical Reasoning: Progresses and Challenges EACL 2024 Large Language Models Provide Human-Level Medical Text Snippet Labeling NAACL 2024 Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition EACL 2024 Latent Learningscape Guided In-context Learning ACL 2024 LA-UCL: LLM-Augmented Unsupervised Contrastive Learning Framework for Few-Shot Text Classification COLING 2024 LaViP: Language-Grounded Visual Prompting AAAI 2024 LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network CVPR 2024 Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition ICML 2024 Learning New Tasks from a Few Examples with Soft-Label Prototypes ACL 2024