In-Context Learning

Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL ACL 2026 SADA: Bridging In-Context Learning and Fine-Tuning via State-Aligned Distillation Adapters ACL 2026 schmerle at SemEval-2026 Task 4: Exploring Large Language Model Prompting Strategies for Low-Resource Narrative Similarity Detection SemEval 2026 SkySense-VITA: Towards Universal In-context Segmentation of Multi-modal Remote Sensing Imagery CVPR 2026 SSA: Improving Performance With a Better Scoring Function ACL 2026 Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification ACL 2026 Takoyaki at SemEval-2026 Task 3: Ensembling LLM Predictions using Demonstration Retrieval for Dimensional Aspect-based Sentiment Analysis SemEval 2026 The Argonauts at SemEval 2026 Task 6: Large Language Models for Response Clarity Classification: Prompting, Fine-Tuning, and Data-Centric Approaches SemEval 2026 Towards Robust Sequential Decomposition for Complex Image Editing CVPR 2026 Watch and Learn: Learning to Use Computers from Online Videos CVPR 2026 YNU-HPCC at SemEval-2026 Task 1: Constraint-Aware In-Context Learning for Multilingual Humor Generation SemEval 2026 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025 Adaptive Transformer Programs: Bridging the Gap Between Performance and Interpretability in Transformers ICLR 2025 Aligning Black-Box LLMs for Aspect Sentiment Quad Prediction EMNLP 2025 ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025 ARTICLE: Annotator Reliability Through In-Context Learning AAAI 2025 A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops ICLR 2025 Balanced Multi-Factor In-Context Learning for Multilingual Large Language Models EMNLP 2025 Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines ACL 2025 Beyond Output Matching: Bidirectional Alignment for Enhanced In-Context Learning ACL 2025 Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning ACL 2025 BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning ACL 2025 CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models EMNLP 2025 Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs CVPR 2025 Correlation-Aware Example Selection for In-Context Learning with Nonsymmetric Determinantal Point Processes EMNLP 2025