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Few-Shot Learning

2558 directly classified papers

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Papers

Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains ACL 2022
Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022
Label Semantic Aware Pre-training for Few-shot Text Classification ACL 2022
PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022
Using dependency parsing for few-shot learning in distributional semantics ACL 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ACL 2022
Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task ACL 2022
Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022
Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022
CLIP Models are Few-Shot Learners: Empirical Studies on VQA and Visual Entailment ACL 2022
Generating Scientific Claims for Zero-Shot Scientific Fact Checking ACL 2022
Prompt-Based Meta-Learning For Few-shot Text Classification EMNLP 2022
Language Models of Code are Few-Shot Commonsense Learners EMNLP 2022
Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models EMNLP 2022
Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU EMNLP 2022
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering EMNLP 2022
Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding EMNLP 2022
Making Pretrained Language Models Good Long-tailed Learners EMNLP 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022