few-shot learning

Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes ACL 2023 DiSTRICT: Dialogue State Tracking with Retriever Driven In-Context Tuning EMNLP 2023 Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking ACL 2023 Diversity-Aware Meta Visual Prompting CVPR 2023 Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation ICML 2023 DocSplit: Simple Contrastive Pretraining for Large Document Embeddings EMNLP 2023 Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework NeurIPS 2023 Domain Adaptive Few-Shot Open-Set Learning ICCV 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 Dynamic Offset Metric on Heterogeneous Information Networks for Cold-start Recommendation ACML 2023 E^2VPT: An Effective and Efficient Approach for Visual Prompt Tuning ICCV 2023 EC2: Emergent Communication for Embodied Control CVPR 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 Adaptive Human-Object Interaction Detection with Concept-guided Memory ICCV 2023 Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition EMNLP 2023 Efficient Dynamic Batch Adaptation (Student Abstract) AAAI 2023 Efficient Few-Shot Learning for Pixel-Precise Handwritten Document Layout Analysis WACV 2023 Efficient Training of Language Models using Few-Shot Learning ICML 2023 EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models NeurIPS 2023 Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values ACL 2023