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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

Causal Intervention-based Few-Shot Named Entity Recognition EMNLP 2023
Orca: A Few-shot Benchmark for Chinese Conversational Machine Reading Comprehension EMNLP 2023
Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning EMNLP 2023
Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction EMNLP 2023
ArabIcros: AI-Powered Arabic Crossword Puzzle Generation for Educational Applications EMNLP 2023
Evaluating ChatGPT and Bard AI on Arabic Sentiment Analysis EMNLP 2023
Nexus at ArAIEval Shared Task: Fine-Tuning Arabic Language Models for Propaganda and Disinformation Detection EMNLP 2023
Argument Detection in Student Essays under Resource Constraints EMNLP 2023
Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning EMNLP 2023
BLP-2023 Task 2: Sentiment Analysis EMNLP 2023
On the utility of enhancing BERT syntactic bias with Token Reordering Pretraining EMNLP 2023
Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP EMNLP 2023
Automatic Reflection Generation for Peer-to-Peer Counseling EMNLP 2023
One-Shot and Few-Shot Exemplification Modeling EMNLP 2023
Adapt and Decompose: Efficient Generalization of Text-to-SQL via Domain Adapted Least-To-Most Prompting EMNLP 2023
mSCAN: A Dataset for Multilingual Compositional Generalisation Evaluation EMNLP 2023
In-context Learning of Large Language Models for Controlled Dialogue Summarization: A Holistic Benchmark and Empirical Analysis EMNLP 2023
On the Potential and Limitations of Few-Shot In-Context Learning to Generate Metamorphic Specifications for Tax Preparation Software EMNLP 2023
A Comparative Study of Prompting Strategies for Legal Text Classification EMNLP 2023
Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023
KnowComp Submission for WMT23 Word-Level AutoCompletion Task EMNLP 2023
Turning a CLIP Model Into a Scene Text Detector CVPR 2023
Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation CVPR 2023
Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition CVPR 2023
Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023