few-shot learning

Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025 Aestar at SemEval-2025 Task 8: Agentic LLMs for Question Answering over Tabular Data SemEval 2025 A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025 A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025 A Guide To Effectively Leveraging LLMs for Low-Resource Text Summarization: Data Augmentation and Semi-supervised Approaches NAACL 2025 AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization NAACL 2025 AIDE: Attribute-Guided MultI-Hop Data Expansion for Data Scarcity in Task-Specific Fine-tuning ACL 2025 AIRA: Activation-Informed Low-Rank Adaptation for Large Models ICCV 2025 ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation ACL 2025 Aligning Black-box Language Models with Human Judgments NAACL 2025 Aligning Complex Knowledge Graph Question Answering as Knowledge-Aware Constrained Code Generation COLING 2025 ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025 All You Need in Knowledge Distillation Is a Tailored Coordinate System AAAI 2025 A Low-Shot Prompting Approach to Lemmatization in the EvaCun 2025 Shared Task NAACL 2025 AlphaBorno at BLP-2025 Task 2: Code Generation with Structured Prompts and Execution Feedback AACL 2025 Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025 An Investigation on LLMs' Visual Understanding Ability using SVG for Image-Text Bridging WACV 2025 AnomalyDINO: Boosting Patch-Based Few-Shot Anomaly Detection with DINOv2 WACV 2025 A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ACL 2025 AraReasoner: Evaluating Reasoning-Based LLMs for Arabic NLP EMNLP 2025 Are BabyLMs Deaf to Gricean Maxims? A Pragmatic Evaluation of Sample-efficient Language Models EMNLP 2025 Are LLMs Good for Semantic Role Labeling via Question Answering?: A Preliminary Analysis IJCNLP 2025 Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? ICLR 2025 Argumentative Fallacy Detection in Political Debates ACL 2025 ARISE: Iterative Rule Induction and Synthetic Data Generation for Text Classification NAACL 2025