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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! EMNLP 2023
How Many Demonstrations Do You Need for In-context Learning? EMNLP 2023
Battle of the Large Language Models: Dolly vs LLaMA vs Vicuna vs Guanaco vs Bard vs ChatGPT - A Text-to-SQL Parsing Comparison EMNLP 2023
Improving generalization in large langue model by learning prefix subspaces EMNLP 2023
Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition EMNLP 2023
Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning EMNLP 2023
Survival of the Most Influential Prompts: Efficient Black-Box Prompt Search via Clustering and Pruning EMNLP 2023
LLMaAA: Making Large Language Models as Active Annotators EMNLP 2023
Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023
Less than One-shot: Named Entity Recognition via Extremely Weak Supervision EMNLP 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies EMNLP 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023
DocSplit: Simple Contrastive Pretraining for Large Document Embeddings EMNLP 2023
IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery EMNLP 2023
PaRaDe: Passage Ranking using Demonstrations with LLMs EMNLP 2023
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction EMNLP 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data EMNLP 2023
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