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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025
Gradient Flush at Slavic NLP 2025 Task: Leveraging Slavic BERT and Translation for Persuasion Techniques Classification ACL 2025
Compositionality and Event Retrieval in Complement Coercion: A Study of Language Models in a Low-resource Setting ACL 2025
Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition AAAI 2025
Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025
Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning EMNLP 2025
PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification CVPR 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models CVPR 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025
UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025
ACE: Anatomically Consistent Embeddings in Composition and Decomposition WACV 2025
Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025
Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025
Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning ACL 2025
Understanding In-Context Machine Translation for Low-Resource Languages: A Case Study on Manchu ACL 2025
UCS-SQL: Uniting Content and Structure for Enhanced Semantic Bridging In Text-to-SQL ACL 2025
Exploring In-context Example Generation for Machine Translation ACL 2025
Revisiting Implicitly Abusive Language Detection: Evaluating LLMs in Zero-Shot and Few-Shot Settings COLING 2025
Learning from Neighbors: Category Extrapolation for Long-Tail Learning CVPR 2025
How Do Large Language Models Evaluate Lexical Complexity? EMNLP 2025
NlpUned at SemEval-2025 Task 10: Beyond Training: A Taxonomy-Guided Approach to Role Classification Using LLMs SEMEVAL 2025