| How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning | Feb 5, 2024 | In-Context LearningMetric Learning | CodeCode Available | 2 | 5 |
| A Simple Image Segmentation Framework via In-Context Examples | Oct 7, 2024 | DecoderImage Segmentation | CodeCode Available | 2 | 5 |
| Borrowing Treasures from Neighbors: In-Context Learning for Multimodal Learning with Missing Modalities and Data Scarcity | Mar 14, 2024 | In-Context Learning | CodeCode Available | 2 | 5 |
| Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse | Sep 17, 2024 | In-Context LearningRAG | CodeCode Available | 2 | 5 |
| Improving CLIP Training with Language Rewrites | May 31, 2023 | In-Context LearningSentence | CodeCode Available | 2 | 5 |
| What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers | Sep 10, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 2 | 5 |
| AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction | Oct 10, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| GPT-RE: In-context Learning for Relation Extraction using Large Language Models | May 3, 2023 | In-Context LearningRelation | CodeCode Available | 1 | 5 |
| Grammar Prompting for Domain-Specific Language Generation with Large Language Models | May 30, 2023 | In-Context LearningSemantic Parsing | CodeCode Available | 1 | 5 |
| AnyPattern: Towards In-context Image Copy Detection | Apr 21, 2024 | Copy DetectionIn-Context Learning | CodeCode Available | 1 | 5 |
| Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models | Oct 9, 2023 | In-Context LearningRAG | CodeCode Available | 1 | 5 |
| Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER | Oct 16, 2021 | Domain AdaptationFew-Shot Text Classification | CodeCode Available | 1 | 5 |
| Data Distributional Properties Drive Emergent In-Context Learning in Transformers | Apr 22, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning | Feb 24, 2024 | In-Context LearningOperator learning | CodeCode Available | 1 | 5 |
| Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm | Feb 16, 2024 | Active LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models | May 13, 2024 | Anomaly DetectionEdge Detection | CodeCode Available | 1 | 5 |
| Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning | May 18, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 | 5 |
| Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation | Jul 14, 2023 | Aspect-Based Sentiment AnalysisAttribute | CodeCode Available | 1 | 5 |
| CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping | Oct 11, 2023 | In-Context LearningObject | CodeCode Available | 1 | 5 |
| Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner | Dec 24, 2024 | Autonomous DrivingDataset Generation | CodeCode Available | 1 | 5 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 | 5 |
| LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models | Jan 1, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 1 | 5 |
| Generative Multimodal Entity Linking | Jun 22, 2023 | Entity LinkingIn-Context Learning | CodeCode Available | 1 | 5 |
| An Explanation of In-context Learning as Implicit Bayesian Inference | Nov 3, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| CoT-ICL Lab: A Petri Dish for Studying Chain-of-Thought Learning from In-Context Demonstrations | Feb 21, 2025 | DecoderDiversity | CodeCode Available | 1 | 5 |
| 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 |
