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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025
P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025
Automatic Generation of Inference Making Questions for Reading Comprehension Assessments ACL 2025
What is an “Abstract Reasoner”? Revisiting Experiments and Arguments about Large Language Models CONLL 2025
DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025
Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025
CountSE: Soft Exemplar Open-set Object Counting ICCV 2025
Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025
Understanding Personal Concept in Open-Vocabulary Semantic Segmentation ICCV 2025
The contribution of LLMs to relation extraction in the economic field COLING 2025
Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025
Adaptive Collaborative Labeling with MLLMs for Low-Resource Multimodal Emotion Recognition IJCNLP 2025
Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025
Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025
BabyLMs for isiXhosa: Data-Efficient Language Modelling in a Low-Resource Context COLING 2025
GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025
Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
Instruction-tuned QwenChart for Chart Question Answering ACL 2025
Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025
In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025
Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition NAACL 2025
Compositionality and Event Retrieval in Complement Coercion: A Study of Language Models in a Low-resource Setting ACL 2025
Sample-Efficient Behavior Cloning Using General Domain Knowledge IJCAI 2025
ReMP-AD: Retrieval-enhanced Multi-modal Prompt Fusion for Few-Shot Industrial Visual Anomaly Detection ICCV 2025