few-shot learning

Tab-CoT: Zero-shot Tabular Chain of Thought ACL 2023 TabLLM: Few-shot Classification of Tabular Data with Large Language Models AISTATS 2023 TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding EMNLP 2023 TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation ACL 2023 Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition ACL 2023 Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability AAAI 2023 Task-Level Thinking Steps Help Large Language Models for Challenging Classification Task EMNLP 2023 Task Residual for Tuning Vision-Language Models CVPR 2023 Task-Specific Skill Localization in Fine-tuned Language Models ICML 2023 Teach a Robot to FISH: Versatile Imitation from One Minute of Demonstrations RSS 2023 Teaching Small Language Models to Reason ACL 2023 Team Bias Busters at WASSA 2023 Empathy, Emotion and Personality Shared Task: Emotion Detection with Generative Pretrained Transformers ACL 2023 Team CentreBack at BLP-2023 Task 1: Analyzing performance of different machine-learning based methods for detecting violence-inciting texts in Bangla EMNLP 2023 TEMPERA: Test-Time Prompt Editing via Reinforcement Learning ICLR 2023 Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023 The ADAIO System at the BEA-2023 Shared Task: Shared Task Generating AI Teacher Responses in Educational Dialogues ACL 2023 The Art of Prompting: Event Detection based on Type Specific Prompts ACL 2023 The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning EMNLP 2023 The Devil is in the Wrongly-classified Samples: Towards Unified Open-set Recognition ICLR 2023 The Effect of Diversity in Meta-Learning AAAI 2023 The Euclidean Space is Evil: Hyperbolic Attribute Editing for Few-shot Image Generation ICCV 2023 The language of prompting: What linguistic properties make a prompt successful? EMNLP 2023 The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification NeurIPS 2023 The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages EMNLP 2023 The Unreasonable Effectiveness of Few-shot Learning for Machine Translation ICML 2023