few-shot learning

Adversarial Task Up-sampling for Meta-learning NeurIPS 2022 A Few More Examples May Be Worth Billions of Parameters EMNLP 2022 A Few-Shot Semantic Parser for Wizard-of-Oz Dialogues with the Precise ThingTalk Representation ACL 2022 A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis NAACL 2022 A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models ACL 2022 A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction NAACL 2022 AISFG: Abundant Information Slot Filling Generator NAACL 2022 Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution ICML 2022 Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning EMNLP 2022 Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid NeurIPS 2022 ALLSH: Active Learning Guided by Local Sensitivity and Hardness NAACL 2022 ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022 AMAL: Meta Knowledge-Driven Few-Shot Adapter Learning EMNLP 2022 A Modern Self-Referential Weight Matrix That Learns to Modify Itself ICML 2022 Analyzing the Limits of Self-Supervision in Handling Bias in Language EMNLP 2022 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NeurIPS 2022 An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks EMNLP 2022 An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA AAAI 2022 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022 A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022 Answer-level Calibration for Free-form Multiple Choice Question Answering ACL 2022 ANTS: A Framework for Retrieval of Text Segments in Unstructured Documents NAACL 2022 A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 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