Few-Shot Learning

Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025 VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges ICCV 2025 Visual Textualization for Image Prompted Object Detection ICCV 2025 VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning ICLR 2025 VQCounter: Designing Visual Prompt Queue for Accurate Open-World Counting IJCAI 2025 Vulnerability of LLMs to Vertically Aligned Text Manipulations ACL 2025 WeatherGFM: Learning a Weather Generalist Foundation Model via In-context Learning ICLR 2025 What is an “Abstract Reasoner”? Revisiting Experiments and Arguments about Large Language Models CoNLL 2025 When Pixel Difference Patterns Meet ViT: PiDiViT for Few-Shot Object Detection ICCV 2025 When the Dictionary Strikes Back: A Case Study on Slovak Migration Location Term Extraction and NER via Rule-Based vs. LLM Methods ACL 2025 “Whose Side Are You On?” Estimating Ideology of Political and News Content Using Large Language Models and Few-shot Demonstration Selection IJCNLP 2025 WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025 WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models ICLR 2025 Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025 XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025 YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation SemEval 2025 You Share Beliefs, I Adapt: Progressive Heterogeneous Collaborative Perception ICCV 2025 3DFIRES: Few Image 3D REconstruction for Scenes with Hidden Surfaces CVPR 2024 AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph NAACL 2024 ACCEPT: Adaptive Codebook for Composite and Efficient Prompt Tuning EMNLP 2024 Achilles-Bench: A Challenging Benchmark for Low-Resource Evaluation ACL 2024 A Closer Look at the CLS Token for Cross-Domain Few-Shot Learning NeurIPS 2024 Action Imitation in Common Action Space for Customized Action Image Synthesis NeurIPS 2024 Ada-Instruct: Adapting Instruction Generators for Complex Reasoning EMNLP 2024 Adapting LLM Predictions in In-Context Learning with Data Priors EMNLP 2024