Few-Shot Learning

Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition EMNLP 2023 Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy EMNLP 2023 Understanding Demonstration-based Learning from a Causal Perspective ACL 2023 Universal Information Extraction with Meta-Pretrained Self-Retrieval ACL 2023 Unsupervised and Few-Shot Parsing from Pretrained Language Models (Extended Abstract) IJCAI 2023 Unveiling the Power of Argument Arrangement in Online Persuasive Discussions EMNLP 2023 Using Planning to Improve Semantic Parsing of Instructional Texts ACL 2023 Vicinal Risk Minimization for Few-Shot Cross-lingual Transfer in Abusive Language Detection EMNLP 2023 Visual Elements Mining as Prompts for Instruction Learning for Target-Oriented Multimodal Sentiment Classification EMNLP 2023 Weighted Ensemble Self-Supervised Learning ICLR 2023 What does the Failure to Reason with “Respectively” in Zero/Few-Shot Settings Tell Us about Language Models? ACL 2023 Where Is My Spot? Few-Shot Image Generation via Latent Subspace Optimization CVPR 2023 Where Is My Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization CVPR 2023 Who Wrote it and Why? Prompting Large-Language Models for Authorship Verification EMNLP 2023 WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia EMNLP 2023 With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023 World Models for Math Story Problems ACL 2023 X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents ACL 2023 ZARA: Improving Few-Shot Self-Rationalization for Small Language Models EMNLP 2023 Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning ACL 2023 Zero-Shot and Few-Shot Stance Detection on Varied Topics via Conditional Generation ACL 2023 Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations ACL 2023 A Benchmark for Compositional Visual Reasoning NeurIPS 2022 A Benchmark for Neural Readability Assessment of Texts in Spanish EMNLP 2022 A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022