Few-Shot Learning

A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022 A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022 Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection 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 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 AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels NeurIPS 2022 Balanced and Hierarchical Relation Learning for One-Shot Object Detection CVPR 2022 Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NeurIPS 2022 BatchFormer: Learning To Explore Sample Relationships for Robust Representation Learning CVPR 2022 BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022 BEIKE NLP at SemEval-2022 Task 4: Prompt-Based Paragraph Classification for Patronizing and Condescending Language Detection SemEval 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 Boosting Natural Language Generation from Instructions with Meta-Learning EMNLP 2022 BoostMIS: Boosting Medical Image Semi-Supervised Learning With Adaptive Pseudo Labeling and Informative Active Annotation CVPR 2022 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models NAACL 2022