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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

CrystalICL: Enabling In-Context Learning for Crystal Generation EMNLP 2025
WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025
On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025
MOVE: Motion-Guided Few-Shot Video Object Segmentation ICCV 2025
ABDN-NLP at CoMeDi Shared Task: Predicting the Aggregated Human Judgment via Weighted Few-Shot Prompting COLING 2025
You Share Beliefs, I Adapt: Progressive Heterogeneous Collaborative Perception ICCV 2025
SAIL: Sample-Centric In-Context Learning for Document Information Extraction AAAI 2025
Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning EMNLP 2025
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025
A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025
Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025
BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting NAACL 2025
Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025
Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025
ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025
Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition ICCV 2025
Few-Shot Pattern Detection via Template Matching and Regression ICCV 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025