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

Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025

Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025

Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025

Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data ACL 2025

MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025

Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025

Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud WACV 2025

Howard University-AI4PC at SemEval-2025 Task 8: DeepTabCoder - Code-based Retrieval and In-context Learning for Question-Answering over Tabular Data ACL 2025

DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025

Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction ACL 2025

Vulnerability of LLMs to Vertically Aligned Text Manipulations ACL 2025

Can Prompting LLMs Unlock Hate Speech Detection across Languages? A Zero-shot and Few-shot Study ACL 2025

Classifying Unreliable Narrators with Large Language Models ACL 2025

Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025

ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation ACL 2025

Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025

On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025

Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025

Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025

Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025

STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 2025

Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale? COLING 2025

YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation ACL 2025

IberoBench: A Benchmark for LLM Evaluation in Iberian Languages COLING 2025

ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025