| TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation | Feb 23, 2025 | In-Context LearningTabular Data Generation | CodeCode Available | 0 |
| The Hidden Strength of Disagreement: Unraveling the Consensus-Diversity Tradeoff in Adaptive Multi-Agent Systems | Feb 23, 2025 | Decision MakingDisaster Response | CodeCode Available | 0 |
| Code Summarization Beyond Function Level | Feb 23, 2025 | Code SummarizationFew-Shot Learning | CodeCode Available | 1 |
| ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models | Feb 22, 2025 | Backdoor AttackIn-Context Learning | —Unverified | 0 |
| Be a Multitude to Itself: A Prompt Evolution Framework for Red Teaming | Feb 22, 2025 | DiversityIn-Context Learning | —Unverified | 0 |
| Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning | Feb 21, 2025 | In-Context Learning | —Unverified | 0 |
| CoT-ICL Lab: A Petri Dish for Studying Chain-of-Thought Learning from In-Context Demonstrations | Feb 21, 2025 | DecoderDiversity | CodeCode Available | 1 |
| On the Robustness of Transformers against Context Hijacking for Linear Classification | Feb 21, 2025 | In-Context Learning | —Unverified | 0 |
| Automated Query-Product Relevance Labeling using Large Language Models for E-commerce Search | Feb 21, 2025 | In-Context LearningInformation Retrieval | —Unverified | 0 |
| MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning | Feb 21, 2025 | DiversityDrug–drug Interaction Extraction | —Unverified | 0 |
| Rapid Word Learning Through Meta In-Context Learning | Feb 20, 2025 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| PEARL: Towards Permutation-Resilient LLMs | Feb 20, 2025 | In-Context Learning | CodeCode Available | 1 |
| Bridging the Gap: Transforming Natural Language Questions into SQL Queries via Abstract Query Pattern and Contextual Schema Markup | Feb 20, 2025 | In-Context LearningText to SQL | —Unverified | 0 |
| Towards Secure Program Partitioning for Smart Contracts with LLM's In-Context Learning | Feb 20, 2025 | In-Context Learning | —Unverified | 0 |
| Can LLMs Predict Citation Intent? An Experimental Analysis of In-context Learning and Fine-tuning on Open LLMs | Feb 20, 2025 | ARCIn-Context Learning | CodeCode Available | 0 |
| Affinity and Diversity: A Unified Metric for Demonstration Selection via Internal Representations | Feb 20, 2025 | DiversityIn-Context Learning | —Unverified | 0 |
| LIFT: Improving Long Context Understanding of Large Language Models through Long Input Fine-Tuning | Feb 20, 2025 | In-Context LearningLong-Context Understanding | —Unverified | 0 |
| Which Attention Heads Matter for In-Context Learning? | Feb 19, 2025 | In-Context Learning | CodeCode Available | 1 |
| D.Va: Validate Your Demonstration First Before You Use It | Feb 19, 2025 | In-Context LearningNatural Language Understanding | —Unverified | 0 |
| Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding | Feb 19, 2025 | In-Context LearningNatural Language Understanding | —Unverified | 0 |
| Are Large Language Models In-Context Graph Learners? | Feb 19, 2025 | Graph LearningIn-Context Learning | —Unverified | 0 |
| Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection | Feb 18, 2025 | Contrastive LearningDomain Generalization | CodeCode Available | 1 |
| Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning | Feb 17, 2025 | Cross-Lingual TransferIn-Context Learning | —Unverified | 0 |
| RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars | Feb 17, 2025 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL | Feb 17, 2025 | In-Context LearningText to SQL | —Unverified | 0 |