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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Continued Pretraining for Better Zero- and Few-Shot Promptability EMNLP 2022
Boosting Natural Language Generation from Instructions with Meta-Learning EMNLP 2022
Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing EMNLP 2022
Learning Inter-Entity-Interaction for Few-Shot Knowledge Graph Completion EMNLP 2022
GPS: Genetic Prompt Search for Efficient Few-Shot Learning EMNLP 2022
Few-shot Learning with Multilingual Generative Language Models EMNLP 2022
Active Example Selection for In-Context Learning EMNLP 2022
Leveraging QA Datasets to Improve Generative Data Augmentation EMNLP 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022
CISLR: Corpus for Indian Sign Language Recognition EMNLP 2022
AMAL: Meta Knowledge-Driven Few-Shot Adapter Learning EMNLP 2022
Don’t Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models EMNLP 2022
SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition EMNLP 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? EMNLP 2022
Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models EMNLP 2022
SEAL: Interactive Tool for Systematic Error Analysis and Labeling EMNLP 2022
Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 2022
DynaMaR: Dynamic Prompt with Mask Token Representation EMNLP 2022
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation EMNLP 2022
Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022
Prompt-learning for Fine-grained Entity Typing EMNLP 2022
Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022
IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022