Few-Shot Learning

Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking ACL 2023 Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework NeurIPS 2023 Domain Re-Modulation for Few-Shot Generative Domain Adaptation NeurIPS 2023 Domain-specific Attention with Distributional Signatures for Multi-Domain End-to-end Task-Oriented Dialogue ACL 2023 DRAFT: Dense Retrieval Augmented Few-shot Topic classifier Framework EMNLP 2023 DSPM-NLG: A Dual Supervised Pre-trained Model for Few-shot Natural Language Generation in Task-oriented Dialogue System ACL 2023 Dual Class Knowledge Propagation Network for Multi-label Few-shot Intent Detection ACL 2023 Dual-Gated Fusion with Prefix-Tuning for Multi-Modal Relation Extraction ACL 2023 ECG-QALM: Entity-Controlled Synthetic Text Generation using Contextual Q&A for NER ACL 2023 Ecologically Valid Explanations for Label Variation in NLI EMNLP 2023 Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP EMNLP 2023 Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition EMNLP 2023 Efficient Training of Language Models using Few-Shot Learning ICML 2023 Empowering Conversational Agents using Semantic In-Context Learning ACL 2023 Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language ICML 2023 Enhancing Few-shot Cross-lingual Transfer with Target Language Peculiar Examples ACL 2023 Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets EMNLP 2023 ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning AAAI 2023 Estimating Large Language Model Capabilities without Labeled Test Data EMNLP 2023 Evaluating ChatGPT and Bard AI on Arabic Sentiment Analysis EMNLP 2023 Example-based Hypernetworks for Multi-source Adaptation to Unseen Domains EMNLP 2023 Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration EMNLP 2023 Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation CVPR 2023 Exploring In-Context Learning for Knowledge Grounded Dialog Generation EMNLP 2023 Exploring the Effectiveness of Prompt Engineering for Legal Reasoning Tasks ACL 2023