← Learning Types
Machine Learning › Learning Types ›

Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Knowledge-Enhanced Explainable Prompting for Vision-Language Models AAAI 2026
Becoming Experienced Judges: Selective Test-Time Learning for Evaluators EACL 2026
Automatic Generation of Inference Making Questions for Reading Comprehension Assessments ACL 2025
P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025
Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025
Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025
In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025
Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025
UCSP Submission to the AmericasNLP 2025 Shared Task NAACL 2025
Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training IJCAI 2025
A baseline for self-state identification and classification in mental health data: CLPsych 2025 Task NAACL 2025
2M-BELEBELE: Highly Multilingual Speech and American Sign Language Comprehension Dataset Download PDF ACL 2025
Argumentative Fallacy Detection in Political Debates ACL 2025
Advancing Uto-Aztecan Language Technologies: A Case Study on the Endangered Comanche Language NAACL 2025
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025
Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025
YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation ACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
Mixtures of In-Context Learners ACL 2025
Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025
UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection ACL 2025
Sample-Efficient Behavior Cloning Using General Domain Knowledge IJCAI 2025
Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025