| Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration | Dec 7, 2023 | Data IntegrationEntity Resolution | CodeCode Available | 1 | 5 |
| Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation Models | Aug 1, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 1 | 5 |
| Function Vectors in Large Language Models | Oct 23, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Adaptive Machine Translation with Large Language Models | Jan 30, 2023 | DecoderDomain Adaptation | CodeCode Available | 1 | 5 |
| Contrastive Learning for Prompt-Based Few-Shot Language Learners | May 3, 2022 | Contrastive LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Controllable Dialogue Simulation with In-Context Learning | Oct 9, 2022 | Data AugmentationIn-Context Learning | CodeCode Available | 1 | 5 |
| AdaptiveLog: An Adaptive Log Analysis Framework with the Collaboration of Large and Small Language Model | Jan 19, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models | Nov 27, 2023 | Active LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Context-Aware Meta-Learning | Oct 17, 2023 | Few-Shot Image ClassificationIn-Context Learning | CodeCode Available | 1 | 5 |
| Connecting the Dots: LLMs can Infer and Verbalize Latent Structure from Disparate Training Data | Jun 20, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| Fine-tuning Large Language Models for Adaptive Machine Translation | Dec 20, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 | 5 |
| Fine-tuning Large Language Models for Entity Matching | Sep 12, 2024 | Data IntegrationEntity Resolution | CodeCode Available | 1 | 5 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 | 5 |
| FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users | Feb 26, 2025 | In-Context LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Compositional Exemplars for In-context Learning | Feb 11, 2023 | Code GenerationContrastive Learning | CodeCode Available | 1 | 5 |
| Few-shot In-context Learning for Knowledge Base Question Answering | May 2, 2023 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 | 5 |
| Analysing The Impact of Sequence Composition on Language Model Pre-Training | Feb 21, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| ComposerX: Multi-Agent Symbolic Music Composition with LLMs | Apr 28, 2024 | In-Context LearningMusic Generation | CodeCode Available | 1 | 5 |
| Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation | May 26, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 1 | 5 |
| ExPT: Synthetic Pretraining for Few-Shot Experimental Design | Oct 30, 2023 | Experimental DesignIn-Context Learning | CodeCode Available | 1 | 5 |
| Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction | May 4, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models | Aug 2, 2024 | In-Context LearningLog Parsing | CodeCode Available | 1 | 5 |
| Column Property Annotation using Large Language Models | Jan 1, 2025 | Columns Property AnnotationColumn Type Annotation | CodeCode Available | 1 | 5 |
| Fact-Checking Complex Claims with Program-Guided Reasoning | May 22, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 | 5 |
