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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 2022
Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022
GPS: Genetic Prompt Search for Efficient Few-Shot Learning EMNLP 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022
Few-shot Named Entity Recognition with Self-describing Networks ACL 2022
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning ACL 2022
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction ACL 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking ACL 2022
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts ACL 2022
A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition ACL 2022
Few-shot Learning with Multilingual Generative Language Models EMNLP 2022
Dictionary-Assisted Supervised Contrastive 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
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
Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022
Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022
Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022
Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022
Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022
On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022
Classical Sequence Match Is a Competitive Few-Shot One-Class Learner COLING 2022