| LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting | May 16, 2024 | In-Context LearningTime Series | CodeCode Available | 1 |
| Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact Extraction | May 16, 2024 | In-Context LearningKnowledge Graphs | CodeCode Available | 0 |
| Many-Shot In-Context Learning in Multimodal Foundation Models | May 16, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models | May 16, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 7 |
| Compositional Text-to-Image Generation with Dense Blob Representations | May 14, 2024 | Image GenerationIn-Context Learning | —Unverified | 0 |
| Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach | May 14, 2024 | Edge-computingIn-Context Learning | —Unverified | 0 |
| PromptMind Team at MEDIQA-CORR 2024: Improving Clinical Text Correction with Error Categorization and LLM Ensembles | May 14, 2024 | In-Context LearningSentence | —Unverified | 0 |
| MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For Text-to-SQL Generation | May 13, 2024 | In-Context LearningMultiple-choice | —Unverified | 0 |
| The Curious Case of Class Accuracy Imbalance in LLMs: Post-hoc Debiasing via Nonlinear Integer Programming | May 13, 2024 | Combinatorial OptimizationIn-Context Learning | —Unverified | 0 |
| AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models | May 13, 2024 | Anomaly DetectionEdge Detection | CodeCode Available | 1 |
| Linearizing Large Language Models | May 10, 2024 | In-Context LearningMamba | CodeCode Available | 2 |
| Memory Mosaics | May 10, 2024 | DisentanglementIn-Context Learning | CodeCode Available | 2 |
| XAI4LLM. Let Machine Learning Models and LLMs Collaborate for Enhanced In-Context Learning in Healthcare | May 10, 2024 | DiagnosticIn-Context Learning | —Unverified | 0 |
| P-ICL: Point In-Context Learning for Named Entity Recognition with Large Language Models | May 8, 2024 | In-Context Learningnamed-entity-recognition | CodeCode Available | 0 |
| XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples | May 8, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models | May 8, 2024 | graph constructionIn-Context Learning | —Unverified | 0 |
| ChatHuman: Language-driven 3D Human Understanding with Retrieval-Augmented Tool Reasoning | May 7, 2024 | Human-Object Interaction DetectionIn-Context Learning | —Unverified | 0 |
| Human-centric Reward Optimization for Reinforcement Learning-based Automated Driving using Large Language Models | May 7, 2024 | In-Context LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Locally Differentially Private In-Context Learning | May 7, 2024 | In-Context Learning | —Unverified | 0 |
| OmniActions: Predicting Digital Actions in Response to Real-World Multimodal Sensory Inputs with LLMs | May 6, 2024 | FrictionIn-Context Learning | —Unverified | 0 |
| CoE-SQL: In-Context Learning for Multi-Turn Text-to-SQL with Chain-of-Editions | May 4, 2024 | In-Context LearningText to SQL | CodeCode Available | 1 |
| Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning | May 4, 2024 | ArticlesFew-Shot Learning | —Unverified | 0 |
| PropertyGPT: LLM-driven Formal Verification of Smart Contracts through Retrieval-Augmented Property Generation | May 4, 2024 | In-Context LearningRetrieval | CodeCode Available | 2 |
| A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System | May 3, 2024 | BenchmarkingCollaborative Filtering | —Unverified | 0 |
| PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning | May 3, 2024 | Bayesian InferenceIn-Context Learning | CodeCode Available | 1 |
| Position: Understanding LLMs Requires More Than Statistical Generalization | May 3, 2024 | In-Context LearningLearning Theory | CodeCode Available | 0 |
| Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo | May 3, 2024 | Code GenerationIn-Context Learning | —Unverified | 0 |
| Question Suggestion for Conversational Shopping Assistants Using Product Metadata | May 2, 2024 | FrictionIn-Context Learning | —Unverified | 0 |
| "In-Context Learning" or: How I learned to stop worrying and love "Applied Information Retrieval" | May 2, 2024 | In-Context LearningInformation Retrieval | —Unverified | 0 |
| Efficient and Responsible Adaptation of Large Language Models for Robust Top-k Recommendations | May 1, 2024 | Collaborative FilteringIn-Context Learning | —Unverified | 0 |
| In-Context Learning with Long-Context Models: An In-Depth Exploration | Apr 30, 2024 | In-Context LearningRetrieval | —Unverified | 0 |
| Graphical Reasoning: LLM-based Semi-Open Relation Extraction | Apr 30, 2024 | In-Context LearningRelation | CodeCode Available | 0 |
| Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model | Apr 29, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Capabilities of Gemini Models in Medicine | Apr 29, 2024 | In-Context LearningMedQA | —Unverified | 0 |
| It's Difficult to be Neutral -- Human and LLM-based Sentiment Annotation of Patient Comments | Apr 29, 2024 | In-Context LearningSentiment Analysis | —Unverified | 0 |
| ComposerX: Multi-Agent Symbolic Music Composition with LLMs | Apr 28, 2024 | In-Context LearningMusic Generation | CodeCode Available | 1 |
| Exploring the Robustness of In-Context Learning with Noisy Labels | Apr 28, 2024 | Data AugmentationIn-Context Learning | CodeCode Available | 0 |
| From Persona to Personalization: A Survey on Role-Playing Language Agents | Apr 28, 2024 | In-Context LearningInstruction Following | —Unverified | 0 |
| Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language | Apr 27, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Recall, Retrieve and Reason: Towards Better In-Context Relation Extraction | Apr 27, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors | Apr 27, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study | Apr 26, 2024 | Data VisualizationIn-Context Learning | —Unverified | 0 |
| Türkçe Dil Modellerinin Performans Karşılaştırması Performance Comparison of Turkish Language Models | Apr 25, 2024 | In-Context LearningQuestion Answering | —Unverified | 0 |
| In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization | Apr 25, 2024 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Improving Diversity of Commonsense Generation by Large Language Models via In-Context Learning | Apr 25, 2024 | DiversityIn-Context Learning | CodeCode Available | 0 |
| What Makes Multimodal In-Context Learning Work? | Apr 24, 2024 | In-Context Learning | CodeCode Available | 0 |
| XC-Cache: Cross-Attending to Cached Context for Efficient LLM Inference | Apr 23, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model | Apr 23, 2024 | Drug DiscoveryIn-Context Learning | CodeCode Available | 0 |
| GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration | Apr 23, 2024 | Collaborative InferenceIn-Context Learning | CodeCode Available | 2 |
| Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities | Apr 23, 2024 | In-Context Learning | —Unverified | 0 |