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

Exact Fusion via Feature Distribution Matching for Few-shot Image Generation CVPR 2024

LLMs for Low Resource Languages in Multilingual, Multimodal and Dialectal Settings EACL 2024

How Does In-Context Learning Help Prompt Tuning? EACL 2024

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

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler COLING 2024

Rethinking Skill Extraction in the Job Market Domain using Large Language Models EACL 2024

A Comprehensive Evaluation of Inductive Reasoning Capabilities and Problem Solving in Large Language Models EACL 2024

Homology Consistency Constrained Efficient Tuning for Vision-Language Models NIPS 2024

Few-Shot Multimodal Named Entity Recognition Based on Mutlimodal Causal Intervention Graph COLING 2024

Still All Greeklish to Me: Greeklish to Greek Transliteration COLING 2024

Few-Shot Neural Radiance Fields under Unconstrained Illumination AAAI 2024

Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning ACL 2024

Prompting-based Synthetic Data Generation for Few-Shot Question Answering COLING 2024

Target-Adaptive Consistency Enhanced Prompt-Tuning for Multi-Domain Stance Detection COLING 2024

TECA: A Two-stage Approach with Controllable Attention Soft Prompt for Few-shot Nested Named Entity Recognition COLING 2024

Teaching Large Language Models to Translate on Low-resource Languages with Textbook Prompting COLING 2024

Investigating Large Language Models for Complex Word Identification in Multilingual and Multidomain Setups EMNLP 2024

Extracting and Summarizing Evidence of Suicidal Ideation in Social Media Contents Using Large Language Models EACL 2024

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

OpenT2T: An Open-Source Toolkit for Table-to-Text Generation EMNLP 2024

Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model EMNLP 2024

Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024

Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks ACL 2024

Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024

Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NIPS 2024