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Few-Shot Learning

2,562 papers

Papers per year

3
167
401
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Papers

MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification IJCAI 2021
Understanding the Relationship between Interactions and Outcomes in Human-in-the-Loop Machine Learning IJCAI 2021
Data Efficient Algorithms and Interpretability Requirements for Personalized Assessment of Taskable AI Systems IJCAI 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation IJCNLP 2021
Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning IJCNLP 2021
A Systematic Investigation of KB-Text Embedding Alignment at Scale IJCNLP 2021
PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World IJCNLP 2021
Few-Shot Question Answering by Pretraining Span Selection IJCNLP 2021
Making Pre-trained Language Models Better Few-shot Learners IJCNLP 2021
Lexicon Learning for Few Shot Sequence Modeling IJCNLP 2021
Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation IJCNLP 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters IJCNLP 2021
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting IJCNLP 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition IJCNLP 2021
Unleash GPT-2 Power for Event Detection IJCNLP 2021
Multi-Label Few-Shot Learning for Aspect Category Detection IJCNLP 2021
On Training Instance Selection for Few-Shot Neural Text Generation IJCNLP 2021
An Exploratory Analysis of Multilingual Word-Level Quality Estimation with Cross-Lingual Transformers IJCNLP 2021
Distinct Label Representations for Few-Shot Text Classification IJCNLP 2021
Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction IJCNLP 2021
Entity Concept-enhanced Few-shot Relation Extraction IJCNLP 2021
Meta Learning and Its Applications to Natural Language Processing IJCNLP 2021
Multi-Pair Text Style Transfer for Unbalanced Data via Task-Adaptive Meta-Learning IJCNLP 2021
On the cross-lingual transferability of multilingual prototypical models across NLU tasks IJCNLP 2021
Meta-Learning for Few-Shot Named Entity Recognition IJCNLP 2021