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Few-Shot Learning

2,562 papers

Papers per year

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Papers

End-to-end Case-Based Reasoning for Commonsense Knowledge Base Completion EACL 2023
Improving and Simplifying Template-Based Named Entity Recognition EACL 2023
Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training EACL 2023
Translate First Reorder Later: Leveraging Monotonicity in Semantic Parsing EACL 2023
Few-Shot Structured Policy Learning for Multi-Domain and Multi-Task Dialogues EACL 2023
Distinguishability Calibration to In-Context Learning EACL 2023
Stabilized In-Context Learning with Pre-trained Language Models for Few Shot Dialogue State Tracking EACL 2023
ICA-Proto: Iterative Cross Alignment Prototypical Network for Incremental Few-Shot Relation Classification EACL 2023
Distillation of encoder-decoder transformers for sequence labelling EACL 2023
Resources and Few-shot Learners for In-context Learning in Slavic Languages EACL 2023
WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity Recognition EACL 2023
Cross-Cultural Transfer Learning for Chinese Offensive Language Detection EACL 2023
On the Nature of Discrete Speech Representations in Multilingual Self-supervised Models EACL 2023
Let’s Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought EMNLP 2023
Cultural Concept Adaptation on Multimodal Reasoning EMNLP 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023
Towards LLM-driven Dialogue State Tracking EMNLP 2023
Symbol tuning improves in-context learning in language models EMNLP 2023
Large Language Models Can Self-Improve EMNLP 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver? EMNLP 2023
Task-Level Thinking Steps Help Large Language Models for Challenging Classification Task EMNLP 2023
Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets EMNLP 2023
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification EMNLP 2023
Continual Dialogue State Tracking via Example-Guided Question Answering EMNLP 2023
Unifying Cross-Lingual Transfer across Scenarios of Resource Scarcity EMNLP 2023