Few-Shot Learning

A Similarity Paradigm Through Textual Regularization Without Forgetting AAAI 2025 A Simple-but-Effective Baseline for Training-Free Class-Agnostic Counting WACV 2025 ASR-EC Benchmark: Evaluating Large Language Models on Chinese ASR Error Correction EMNLP 2025 Assay2Mol: Large Language Model-based Drug Design Using BioAssay Context EMNLP 2025 ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SemEval 2025 Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025 Automated Knowledge Graph Construction using Large Language Models and Sentence Complexity Modelling EMNLP 2025 Automatic Generation of Inference Making Questions for Reading Comprehension Assessments ACL 2025 Automatic Text Segmentation of Ancient and Historic Hebrew NAACL 2025 BabyLMs for isiXhosa: Data-Efficient Language Modelling in a Low-Resource Context COLING 2025 Balancing Conservatism and Aggressiveness: Prototype-Affinity Hybrid Network for Few-Shot Segmentation ICCV 2025 Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition ICCV 2025 Beyond Pixel and Object: Part Feature as Reference for Few-Shot Video Object Segmentation AAAI 2025 BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models CVPR 2025 BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting NAACL 2025 Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025 Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training IJCAI 2025 Bridging Molecular Graphs and Large Language Models AAAI 2025 BridG MT: Enhancing LLMs’ Machine Translation Capabilities with Sentence Bridging and Gradual MT ACL 2025 Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity ACL 2025 Can a Large Language Model Keep My Secrets? A Study on LLM-Controlled Agents ACL 2025 Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025 Can LLMs Understand Time Series Anomalies? ICLR 2025 Can Prompting LLMs Unlock Hate Speech Detection across Languages? A Zero-shot and Few-shot Study ACL 2025 Can You Really Trust That Review? ProtoFewRoBERTa and DetectAIRev: A Prototypical Few-Shot Method and Multi-Domain Benchmark for Detecting AI-Generated Reviews IJCNLP 2025