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

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

Low-Resource Machine Translation through Retrieval-Augmented LLM Prompting: A Study on the Mambai Language COLING 2024

Enhancing Lexical Complexity Prediction through Few-shot Learning with Gpt-3 COLING 2024

ESG-GPT:GPT4-Based Few-Shot Prompt Learning for Multi-lingual ESG News Text Classification COLING 2024

PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction IJCAI 2024

Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification IJCAI 2024

Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors IJCAI 2024

Empirical Analysis of Dialogue Relation Extraction with Large Language Models IJCAI 2024

Learning To Adapt CLIP for Few-Shot Monocular Depth Estimation WACV 2024