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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Eureka: Neural Insight Learning for Knowledge Graph Reasoning COLING 2022
Cross-lingual Few-Shot Learning on Unseen Languages IJCNLP 2022
Few-Shot Table Understanding: A Benchmark Dataset and Pre-Training Baseline COLING 2022
NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022
A Two Stage Adaptation Framework for Frame Detection via Prompt Learning COLING 2022
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting COLING 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing AACL 2022
Cross-lingual Few-Shot Learning on Unseen Languages AACL 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022
Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking EMNLP 2022
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022
Knowledge-grounded Dialog State Tracking EMNLP 2022
A Unified Dialogue User Simulator for Few-shot Data Augmentation EMNLP 2022
Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022
Dynamic Augmentation Data Selection for Few-shot Text Classification EMNLP 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering EMNLP 2022
JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset EMNLP 2022
Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022
PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022
DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction COLING 2022
KiPT: Knowledge-injected Prompt Tuning for Event Detection COLING 2022