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

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

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

Ibom NLP: A Step Toward Inclusive Natural Language Processing for Nigeria’s Minority Languages IJCNLP 2025

Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025

Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025

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

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

Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings 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

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

VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025

DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup ICCV 2025

Cross-Domain Multi-Modal Few-Shot Object Detection via Rich Text WACV 2025

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

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

Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025

Classifying Unreliable Narrators with Large Language Models ACL 2025

Vulnerability of LLMs to Vertically Aligned Text Manipulations ACL 2025

Using LLMs to Advance Idiom Corpus Construction NAACL 2025

ECLAIR: Enhanced Clarification for Interactive Responses in an Enterprise AI Assistant AAAI 2025

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

Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning ACL 2025

Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025