Few-Shot Learning

Leveraging Machine-Generated Rationales to Facilitate Social Meaning Detection in Conversations ACL 2024 Leveraging Normalization Layer in Adapters with Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning AAAI 2024 LLaFS: When Large Language Models Meet Few-Shot Segmentation CVPR 2024 LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement ACL 2024 LLM as a metric critic for low resource relation identification EMNLP 2024 LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024 LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction ACL 2024 LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP CVPR 2024 LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images CVPR 2024 Major Entity Identification: A Generalizable Alternative to Coreference Resolution EMNLP 2024 Make-An-Agent: A Generalizable Policy Network Generator with Behavior-Prompted Diffusion NeurIPS 2024 Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives COLING 2024 Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior AAAI 2024 Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors COLING 2024 Many-Shot In-Context Learning NeurIPS 2024 MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering ACL 2024 Metadata Enhancement Using Large Language Models ACL 2024 Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors IJCAI 2024 Meta-Learning Priors Using Unrolled Proximal Networks ICLR 2024 MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering ACL 2024 Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024 MKeCL: Medical Knowledge-Enhanced Contrastive Learning for Few-shot Disease Diagnosis COLING 2024 ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models EACL 2024 MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training NeurIPS 2024 MUCS@LT-EDI-2024: Learning Approaches to Empower Homophobic/Transphobic Comment Identification EACL 2024