few-shot learning

Are Prompt-based Models Clueless? ACL 2022 ASCM: An Answer Space Clustered Prompting Method without Answer Engineering ACL 2022 ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022 A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction ACL 2022 A Systematic Investigation of Commonsense Knowledge in Large Language Models EMNLP 2022 ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts EMNLP 2022 Attentional Meta-learners for Few-shot Polythetic Classification ICML 2022 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022 A Unified Dialogue User Simulator for Few-shot Data Augmentation EMNLP 2022 Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models COLING 2022 Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification NAACL 2022 AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels NeurIPS 2022 BadPrompt: Backdoor Attacks on Continuous Prompts NeurIPS 2022 Barely-Supervised Learning: Semi-supervised Learning with Very Few Labeled Images AAAI 2022 Bayesian Deep Embedding Topic Meta-Learner ICML 2022 BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022 Benchmarking transfer learning approaches for sentiment analysis of Arabic dialect EMNLP 2022 Better Embedding and More Shots for Few-shot Learning IJCAI 2022 Better Few-Shot Relation Extraction with Label Prompt Dropout EMNLP 2022 Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022 BigBio: A Framework for Data-Centric Biomedical Natural Language Processing NeurIPS 2022 Black-Box Tuning for Language-Model-as-a-Service ICML 2022 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions CVPR 2022 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models NAACL 2022 CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022