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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

Multi-Attention Based Visual-Semantic Interaction for Few-Shot Learning IJCAI 2024
FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning IJCAI 2024
CSSWiki: A Chinese Sentence Simplification Dataset with Linguistic and Content Operations COLING 2024
CrossTune: Black-Box Few-Shot Classification with Label Enhancement COLING 2024
Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish COLING 2024
Class-Incremental Few-Shot Event Detection COLING 2024
Learning Spatial Similarity Distribution for Few-shot Object Counting IJCAI 2024
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks COLING 2024
Autonomous Aspect-Image Instruction a2II: Q-Former Guided Multimodal Sentiment Classification COLING 2024
Automatic Identification of COVID-19-Related Conspiracy Narratives in German Telegram Channels and Chats COLING 2024
A Prompting Assignment for Exploring Pretrained LLMs ACL 2024
One-Shot Prompt for Language Variety Identification NAACL 2024
HANS, are you clever? Clever Hans Effect Analysis of Neural Systems NAACL 2024
Overview of #SMM4H 2024 – Task 2: Cross-Lingual Few-Shot Relation Extraction for Pharmacovigilance in French, German, and Japanese ACL 2024
Can GPT4 Detect Euphemisms across Multiple Languages? NAACL 2024
A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection NAACL 2024
Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning NAACL 2024
Identifying Self-Disclosures of Use, Misuse and Addiction in Community-based Social Media Posts NAACL 2024
DeMuX: Data-efficient Multilingual Learning NAACL 2024
MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering ACL 2024
Eval-UA-tion 1.0: Benchmark for Evaluating Ukrainian (Large) Language Models COLING 2024
Prompting towards Alleviating Code-Switched Data Scarcity in Under-Resourced Languages with GPT as a Pivot COLING 2024
Deciphering Political Entity Sentiment in News with Large Language Models: Zero-Shot and Few-Shot Strategies COLING 2024
Wisdom of Instruction-Tuned Language Model Crowds. Exploring Model Label Variation COLING 2024
An Annotated Dataset for Transformer-based Scholarly Information Extraction and Linguistic Linked Data Generation COLING 2024