← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Making Large Language Models Speak Tulu: Structured Prompting for an Extremely Low-Resource Language EACL 2026
Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026
Can Linguistically Related Languages Guide LLM Translation in Low-Resource Settings? EACL 2026
Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation AAAI 2026
A Theory-Inspired Framework for Few-Shot Cross-Modal Sketch Person Re-Identification AAAI 2026
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning AAAI 2026
BioDPP: Dynamic Prompt Policy Learning for Biomedical Vision-Language Models AAAI 2026
Endowing Vision-Language Models with System 2 Thinking for Fine-grained Visual Recognition AAAI 2026
Surprise Calibration for Better In-Context Learning EMNLP 2025
Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025
Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025
DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025
Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025
WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning EMNLP 2025
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
Can You Share Your Story? Modeling Clients’ Metacognition and Openness for LLM Therapist Evaluation ACL 2025
LVLMs are Bad at Overhearing Human Referential Communication EMNLP 2025
WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia ACL 2025
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025
TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025
Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025
Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025
Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction ACL 2025