Few-Shot Learning

ReciFine: Finely Annotated Recipe Dataset for Controllable Recipe Generation EACL 2026 SCoNE: a Self-Correcting and Noise-Augmented Method for Complex Biological and Chemical Named Entity Recognition EACL 2026 Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP WACV 2026 Seeing All Sides: Multi-Perspective In-Context Learning for Subjective NLP EACL 2026 Semantic Stars at MWE-2026 PARSEME 2.0 Subtask 2: Alternative Approaches for MWE Paraphrasing EACL 2026 SpatialActor: Exploring Disentangled Spatial Representations for Robust Robotic Manipulation AAAI 2026 Stabilizing Cross-Modal Bidirectional Attribution: Few-Shot Adversarial Prompt Tuning for Robust Vision-Language Models AAAI 2026 SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling CVPR 2026 SWIFT: Sliding Window Reconstruction for Few-Shot Training-Free Generated Video Attribution CVPR 2026 Task-Level Instructions Induction for Audio Question Answering from Few Examples EACL 2026 Task-Specific Distance Correlation Matching for Few-Shot Action Recognition AAAI 2026 TeleAI at SemEval-2026 Task 4: Few-Shot Narrative Similarity Modeling for Classification and Ranking SemEval 2026 Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations WACV 2026 Where do LLMs currently stand on biomedical NER in both clean and noisy settings ? EACL 2026 2M-BELEBELE: Highly Multilingual Speech and American Sign Language Comprehension Dataset Download PDF ACL 2025 3D Prior Is All You Need: Cross-Task Few-shot 2D Gaze Estimation CVPR 2025 A baseline for self-state identification and classification in mental health data: CLPsych 2025 Task NAACL 2025 ABDN-NLP at CoMeDi Shared Task: Predicting the Aggregated Human Judgment via Weighted Few-Shot Prompting COLING 2025 ACE: Anatomically Consistent Embeddings in Composition and Decomposition WACV 2025 Active Few-Shot Learning for Text Classification NAACL 2025 AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025 Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining ICCV 2025 Adaptive Collaborative Labeling with MLLMs for Low-Resource Multimodal Emotion Recognition IJCNLP 2025 Adaptive Decision Boundary for Few-Shot Class-Incremental Learning AAAI 2025 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025