Few-Shot Learning

GRADUAL: Granularity-aware Dual Prototype Learning for Better Few-Shot Relation Extraction ACL 2024 Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction EMNLP 2024 Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RL ACL 2024 Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing COLING 2024 HateCOT: An Explanation-Enhanced Dataset for Generalizable Offensive Speech Detection via Large Language Models EMNLP 2024 HBUT at #SMM4H 2024 Task1: Extraction and Normalization of Adverse Drug Events with a Large Language Model ACL 2024 HBUT at #SMM4H 2024 Task2: Cross-lingual Few-shot Medical Entity Extraction using a Large Language Model ACL 2024 HELA-VFA: A Hellinger Distance-Attention-Based Feature Aggregation Network for Few-Shot Classification WACV 2024 HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning AAAI 2024 Hit the Nail on the Head: Parameter-Efficient Multi-task Tuning via Human Language Intervention EMNLP 2024 How are Prompts Different in Terms of Sensitivity? NAACL 2024 How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function Classes NAACL 2024 How Do Nonlinear Transformers Learn and Generalize in In-Context Learning? ICML 2024 How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment EMNLP 2024 How Good is Zero-Shot MT Evaluation for Low Resource Indian Languages? ACL 2024 How to Solve Few-Shot Abusive Content Detection Using the Data We Actually Have COLING 2024 HSE NLP Team at MEDIQA-CORR 2024 Task: In-Prompt Ensemble with Entities and Knowledge Graph for Medical Error Correction NAACL 2024 Human in the Loop: How to Effectively Create Coherent Topics by Manually Labeling Only a Few Documents per Class COLING 2024 Hybrid Mamba for Few-Shot Segmentation NeurIPS 2024 HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings WACV 2024 HyperMR: Hyperbolic Hypergraph Multi-hop Reasoning for Knowledge-based Visual Question Answering COLING 2024 Hypothesis Search: Inductive Reasoning with Language Models ICLR 2024 Identifying Self-Disclosures of Use, Misuse and Addiction in Community-based Social Media Posts NAACL 2024 ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection CVPR 2024 IF-Font: Ideographic Description Sequence-Following Font Generation NeurIPS 2024