| GPT-RE: In-context Learning for Relation Extraction using Large Language Models | May 3, 2023 | In-Context LearningRelation | CodeCode Available | 1 |
| LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation | Aug 9, 2023 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction | Oct 10, 2024 | In-Context Learning | CodeCode Available | 1 |
| LIVE: Learnable In-Context Vector for Visual Question Answering | Jun 19, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models | Oct 9, 2023 | In-Context LearningRAG | CodeCode Available | 1 |
| 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 |
| Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examples | Feb 12, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| AMAGO: Scalable In-Context Reinforcement Learning for Adaptive Agents | Oct 15, 2023 | In-Context LearningIn-Context Reinforcement Learning | CodeCode Available | 1 |
| Generative Multimodal Entity Linking | Jun 22, 2023 | Entity LinkingIn-Context Learning | CodeCode Available | 1 |
| Attack Prompt Generation for Red Teaming and Defending Large Language Models | Oct 19, 2023 | In-Context LearningRed Teaming | CodeCode Available | 1 |
| Ada-Instruct: Adapting Instruction Generators for Complex Reasoning | Oct 6, 2023 | Code CompletionIn-Context Learning | CodeCode Available | 1 |
| Function Vectors in Large Language Models | Oct 23, 2023 | In-Context Learning | CodeCode Available | 1 |
| Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation | Jul 14, 2023 | Aspect-Based Sentiment AnalysisAttribute | CodeCode Available | 1 |
| All in an Aggregated Image for In-Image Learning | Feb 28, 2024 | AllHallucination | CodeCode Available | 1 |
| FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models | Nov 27, 2023 | Active LearningIn-Context Learning | CodeCode Available | 1 |
| ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought | Oct 26, 2023 | In-Context LearningText to SQL | CodeCode Available | 1 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| 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 |
| Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner | Dec 24, 2024 | Autonomous DrivingDataset Generation | CodeCode Available | 1 |
| Fine-tuning Multimodal Large Language Models for Product Bundling | Jul 16, 2024 | In-Context LearningMultiple-choice | CodeCode Available | 1 |
| Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation | May 26, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 1 |
| Fast Prompt Alignment for Text-to-Image Generation | Dec 11, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| Few-shot In-context Learning for Knowledge Base Question Answering | May 2, 2023 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Adaptive Machine Translation | Dec 20, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| ExPT: Synthetic Pretraining for Few-Shot Experimental Design | Oct 30, 2023 | Experimental DesignIn-Context Learning | CodeCode Available | 1 |
| Active Example Selection for In-Context Learning | Nov 8, 2022 | In-Context Learning | CodeCode Available | 1 |
| CausalLM is not optimal for in-context learning | Aug 14, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Fact-Checking Complex Claims with Program-Guided Reasoning | May 22, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Entity Matching | Sep 12, 2024 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| Exploring Effective Factors for Improving Visual In-Context Learning | Apr 10, 2023 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| A Study of In-Context-Learning-Based Text-to-SQL Errors | Jan 16, 2025 | In-Context LearningText to SQL | CodeCode Available | 1 |
| Exploring Multimodal Challenges in Toxic Chinese Detection: Taxonomy, Benchmark, and Findings | May 30, 2025 | In-Context Learning | CodeCode Available | 1 |
| Catwalk: A Unified Language Model Evaluation Framework for Many Datasets | Dec 15, 2023 | In-Context LearningLanguage Model Evaluation | CodeCode Available | 1 |
| Exploring Diverse In-Context Configurations for Image Captioning | May 24, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models | Aug 21, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Adversarial Text Rewriting for Text-aware Recommender Systems | Aug 1, 2024 | Adversarial TextIn-Context Learning | CodeCode Available | 1 |
| Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models | Oct 8, 2023 | Claim VerificationDecision Making | CodeCode Available | 1 |
| Causal-Guided Active Learning for Debiasing Large Language Models | Aug 23, 2024 | Active LearningDiversity | CodeCode Available | 1 |
| A Computational Framework for Behavioral Assessment of LLM Therapists | Jan 1, 2024 | In-Context Learning | CodeCode Available | 1 |
| Explore In-Context Learning for 3D Point Cloud Understanding | Jun 14, 2023 | In-Context Learning | CodeCode Available | 1 |
| EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models | Apr 15, 2024 | In-Context LearningSynthetic Data Generation | CodeCode Available | 1 |
| HC-LLM: Historical-Constrained Large Language Models for Radiology Report Generation | Dec 15, 2024 | DiagnosticIn-Context Learning | CodeCode Available | 1 |
| Evaluating Knowledge Generation and Self-Refinement Strategies for LLM-based Column Type Annotation | Mar 4, 2025 | Column Type AnnotationIn-Context Learning | CodeCode Available | 1 |
| An In-Context Learning Agent for Formal Theorem-Proving | Oct 6, 2023 | Automated Theorem ProvingIn-Context Learning | CodeCode Available | 1 |
| eP-ALM: Efficient Perceptual Augmentation of Language Models | Mar 20, 2023 | In-Context LearningVisual Question Answering (VQA) | CodeCode Available | 1 |
| Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement | Feb 9, 2024 | Code GenerationDecision Making | CodeCode Available | 1 |
| Evaluating Named Entity Recognition Using Few-Shot Prompting with Large Language Models | Aug 28, 2024 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems | Jul 15, 2024 | In-Context LearningRAG | CodeCode Available | 1 |
| Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications | Feb 5, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer | Nov 12, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
