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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

A Benchmark for Neural Readability Assessment of Texts in Spanish EMNLP 2022
FETA: A Benchmark for Few-Sample Task Transfer in Open-Domain Dialogue EMNLP 2022
A Systematic Investigation of Commonsense Knowledge in Large Language Models EMNLP 2022
Neural Attentive Circuits NIPS 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition COLING 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining NIPS 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs NIPS 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD NIPS 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners NIPS 2022
Generative Entity Typing with Curriculum Learning EMNLP 2022
Is a Question Decomposition Unit All We Need? EMNLP 2022
Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation Recognition EMNLP 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking EMNLP 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation EMNLP 2022
HW-TSC Translation Systems for the WMT22 Chat Translation Task EMNLP 2022
Benchmarking transfer learning approaches for sentiment analysis of Arabic dialect EMNLP 2022
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022
Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022
Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task ACL 2022
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ACL 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022
Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022
Data-efficient end-to-end Information Extraction for Statistical Legal Analysis EMNLP 2022
What Makes Data-to-Text Generation Hard for Pretrained Language Models? EMNLP 2022
PromptShots at the FinNLP-2022 ERAI Task: Pairwise Comparison and Unsupervised Ranking EMNLP 2022