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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning EMNLP 2021
Language Models are Few-Shot Butlers EMNLP 2021
COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images EMNLP 2021
P-INT: A Path-based Interaction Model for Few-shot Knowledge Graph Completion EMNLP 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning EMNLP 2021
Effectiveness of Pre-training for Few-shot Intent Classification EMNLP 2021
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection EMNLP 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework EMNLP 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots EMNLP 2021
Data-Efficient Language Shaped Few-shot Image Classification EMNLP 2021
Few-shot and Zero-shot Approaches to Legal Text Classification: A Case Study in the Financial Sector EMNLP 2021
DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets EMNLP 2021
`Less Than One'-Shot Learning: Learning N Classes From M < N Samples AAAI 2021
Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors AAAI 2021
Learning a Few-shot Embedding Model with Contrastive Learning AAAI 2021
Learning Intact Features by Erasing-Inpainting for Few-shot Classification AAAI 2021
(Comet-) Atomic 2020: On Symbolic and Neural Commonsense Knowledge Graphs AAAI 2021
Progressive Network Grafting for Few-Shot Knowledge Distillation AAAI 2021
Few-shot Font Generation with Localized Style Representations and Factorization AAAI 2021
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation AAAI 2021
StarNet: towards Weakly Supervised Few-Shot Object Detection AAAI 2021
Progressive One-shot Human Parsing AAAI 2021
Alternative Baselines for Low-Shot 3D Medical Image Segmentation---An Atlas Perspective AAAI 2021
PASS: Perturb-and-Select Summarizer for Product Reviews ACL 2021