Few-Shot Learning

Distilling Reasoning Capabilities into Smaller Language Models ACL 2023 Distinguishability Calibration to In-Context Learning EACL 2023 Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation ICML 2023 Does GPT-3 Grasp Metaphors? Identifying Metaphor Mappings with Generative Language Models ACL 2023 Domain Adaptive Few-Shot Open-Set Learning ICCV 2023 Don’t Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments ACL 2023 DS4DH at MEDIQA-Chat 2023: Leveraging SVM and GPT-3 Prompt Engineering for Medical Dialogue Classification and Summarization ACL 2023 EC2: Emergent Communication for Embodied Control CVPR 2023 Effective Structured Prompting by Meta-Learning and Representative Verbalizer ICML 2023 Efficient Adaptive Human-Object Interaction Detection with Concept-guided Memory ICCV 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 Elimination of Non-Novel Segments at Multi-Scale for Few-Shot Segmentation WACV 2023 Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification NeurIPS 2023 Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values ACL 2023 End-to-end Case-Based Reasoning for Commonsense Knowledge Base Completion EACL 2023 Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language ICML 2023 Enhancing Cross-lingual Prompting with Dual Prompt Augmentation ACL 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 Enhancing New Intent Discovery via Robust Neighbor-based Contrastive Learning Interspeech 2023 Episodic Multi-Task Learning with Heterogeneous Neural Processes NeurIPS 2023 Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled Data ACL 2023