Few-Shot Learning

UniFine: A Unified and Fine-grained Approach for Zero-shot Vision-Language Understanding ACL 2023 Unifying Cross-Lingual Transfer across Scenarios of Resource Scarcity EMNLP 2023 UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization ACL 2023 Universal Prompt Tuning for Graph Neural Networks NeurIPS 2023 Verbs in Action: Improving Verb Understanding in Video-Language Models ICCV 2023 Vicinal Risk Minimization for Few-Shot Cross-lingual Transfer in Abusive Language Detection EMNLP 2023 Vision-Language Modelling For Radiological Imaging and Reports In The Low Data Regime MIDL 2023 WangLab at MEDIQA-Chat 2023: Clinical Note Generation from Doctor-Patient Conversations using Large Language Models ACL 2023 Warping the Space: Weight Space Rotation for Class-Incremental Few-Shot Learning ICLR 2023 WBFlow: Few-shot White Balance for sRGB Images via Reversible Neural Flows IJCAI 2023 What does the Failure to Reason with “Respectively” in Zero/Few-Shot Settings Tell Us about Language Models? ACL 2023 What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023 What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study EMNLP 2023 Where2Explore: Few-shot Affordance Learning for Unseen Novel Categories of Articulated Objects NeurIPS 2023 WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity Recognition EACL 2023 WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation CVPR 2023 WinoDict: Probing language models for in-context word acquisition EACL 2023 With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023 Word-level Prefix/Suffix Sense Detection: A Case Study on Negation Sense with Few-shot Learning ACL 2023 X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents ACL 2023 Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning ACL 2023 Zero and Few-Shot Localization of Task-Oriented Dialogue Agents with a Distilled Representation EACL 2023 Zero-Shot and Few-Shot Stance Detection on Varied Topics via Conditional Generation ACL 2023 Zero-shot Approach to Overcome Perturbation Sensitivity of Prompts ACL 2023 Zero-Shot Prompting for Implicit Intent Prediction and Recommendation with Commonsense Reasoning ACL 2023