← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022
Towards Unified Prompt Tuning for Few-shot Text Classification EMNLP 2022
Can language models learn from explanations in context? EMNLP 2022
Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning EMNLP 2022
A Few More Examples May Be Worth Billions of Parameters EMNLP 2022
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022
In-Context Learning for Few-Shot Dialogue State Tracking EMNLP 2022
Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts EMNLP 2022
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup 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
JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset EMNLP 2022
Data-Efficient Concept Extraction from Pre-trained Language Models for Commonsense Explanation Generation EMNLP 2022
Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022
“Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds EMNLP 2022
Knowledge-grounded Dialog State Tracking EMNLP 2022
Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022
Detecting Dissonant Stance in Social Media: The Role of Topic Exposure EMNLP 2022
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation EMNLP 2022
Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning CVPR 2022
BatchFormer: Learning To Explore Sample Relationships for Robust Representation Learning CVPR 2022
CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022
Long-Tail Recognition via Compositional Knowledge Transfer CVPR 2022