Few-Shot Learning

Is Compound Aspect-Based Sentiment Analysis Addressed by LLMs? EMNLP 2024 Is Programming by Example Solved by LLMs? NeurIPS 2024 JSI and WüNLP at the DIALECT-COPA Shared Task: In-Context Learning From Just a Few Dialectal Examples Gets You Quite Far NAACL 2024 Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024 KnowVrDU: A Unified Knowledge-aware Prompt-Tuning Framework for Visually-rich Document Understanding COLING 2024 Label-Aware Automatic Verbalizer for Few-Shot Text Classification in Mid-To-Low Resource Languages ACL 2024 LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition CVPR 2024 LAMM: Label Alignment for Multi-Modal Prompt Learning AAAI 2024 LAMP: Learn A Motion Pattern for Few-Shot Video Generation CVPR 2024 Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks ACL 2024 Language-to-Code Translation with a Single Labeled Example EMNLP 2024 LARA: Linguistic-Adaptive Retrieval-Augmentation for Multi-Turn Intent Classification EMNLP 2024 Large Language Models are Few-Shot Training Example Generators: A Case Study in Fallacy Recognition ACL 2024 Large Language Models are Good Prompt Learners for Low-Shot Image Classification CVPR 2024 Large Scale Transfer Learning for Tabular Data via Language Modeling NeurIPS 2024 LA-UCL: LLM-Augmented Unsupervised Contrastive Learning Framework for Few-Shot Text Classification COLING 2024 Learning Human-like Representations to Enable Learning Human Values NeurIPS 2024 Learning New Tasks from a Few Examples with Soft-Label Prototypes ACL 2024 Learning Performance-Improving Code Edits ICLR 2024 Learning Spatial Similarity Distribution for Few-shot Object Counting IJCAI 2024 Learning to Generate Rules for Realistic Few-Shot Relation Classification: An Encoder-Decoder Approach EMNLP 2024 Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency CVPR 2024 LEDetection: A Simple Framework for Semi-Supervised Few-Shot Object Detection AISTATS 2024 Letting 3D Guide the Way: 3D Guided 2D Few-Shot Image Classification WACV 2024 Leveraging Large Language Models for Learning Complex Legal Concepts through Storytelling ACL 2024