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Few-Shot Learning

1,837 papers

Papers per year

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Papers

Interactive Symbol Grounding with Complex Referential Expressions NAACL 2022
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022
Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances NAACL 2022
Semantically Informed Slang Interpretation NAACL 2022
Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022
Extreme Zero-Shot Learning for Extreme Text Classification NAACL 2022
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification NAACL 2022
Few-shot Subgoal Planning with Language Models NAACL 2022
IDPG: An Instance-Dependent Prompt Generation Method NAACL 2022
Embedding Hallucination for Few-shot Language Fine-tuning NAACL 2022
Contrastive Learning for Prompt-based Few-shot Language Learners NAACL 2022
Label Definitions Improve Semantic Role Labeling NAACL 2022
Template-free Prompt Tuning for Few-shot NER NAACL 2022
Few-Shot Document-Level Relation Extraction NAACL 2022
Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT NAACL 2022
Few-shot fine-tuning SOTA summarization models for medical dialogues NAACL 2022
A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction NAACL 2022
Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions NAACL 2022
Minimally-Supervised Relation Induction from Pre-trained Language Model NAACL 2022
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning NAACL 2022
CardiffNLP-Metaphor at SemEval-2022 Task 2: Targeted Fine-tuning of Transformer-based Language Models for Idiomaticity Detection NAACL 2022
BEIKE NLP at SemEval-2022 Task 4: Prompt-Based Paragraph Classification for Patronizing and Condescending Language Detection NAACL 2022
MT-Speech at SemEval-2022 Task 10: Incorporating Data Augmentation and Auxiliary Task with Cross-Lingual Pretrained Language Model for Structured Sentiment Analysis SEMEVAL 2022
Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022
Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022