Few-Shot Learning

Pirates at ArabicNLU2024: Enhancing Arabic Word Sense Disambiguation using Transformer-Based Approaches ACL 2024 Pixel Matching Network for Cross-Domain Few-Shot Segmentation WACV 2024 Plausibly Problematic Questions in Multiple-Choice Benchmarks for Commonsense Reasoning EMNLP 2024 PMRC: Prompt-Based Machine Reading Comprehension for Few-Shot Named Entity Recognition AAAI 2024 PointPatchMix: Point Cloud Mixing with Patch Scoring AAAI 2024 PokeMQA: Programmable knowledge editing for Multi-hop Question Answering ACL 2024 Policy Adaptation via Language Optimization: Decomposing Tasks for Few-Shot Imitation CoRL 2024 Portrait4D: Learning One-Shot 4D Head Avatar Synthesis using Synthetic Data CVPR 2024 PPTSER: A Plug-and-Play Tag-guided Method for Few-shot Semantic Entity Recognition on Visually-rich Documents ACL 2024 Pre-DyGAE: Pre-training Enhanced Dynamic Graph Autoencoder for Occupational Skill Demand Forecasting IJCAI 2024 Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs NeurIPS 2024 PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection CVPR 2024 Prompting-based Synthetic Data Generation for Few-Shot Question Answering COLING 2024 Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process COLING 2024 Prompting Few-shot Multi-hop Question Generation via Comprehending Type-aware Semantics NAACL 2024 Prompting open-source and commercial language models for grammatical error correction of English learner text ACL 2024 Prompting towards Alleviating Code-Switched Data Scarcity in Under-Resourced Languages with GPT as a Pivot COLING 2024 Prompting Vision Foundation Models for Pathology Image Analysis CVPR 2024 Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding Interspeech 2024 Prompt Tuning for Few-shot Relation Extraction via Modeling Global and Local Graphs COLING 2024 Protein Multimer Structure Prediction via Prompt Learning ICLR 2024 Prototype-based Prompt-Instance Interaction with Causal Intervention for Few-shot Event Detection COLING 2024 Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024 Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning NAACL 2024 QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback based Self-Correction ACL 2024