| FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models | Nov 27, 2023 | Active LearningIn-Context Learning | 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 |
| Fine-tuning Large Language Models for Entity Matching | Sep 12, 2024 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Analysing The Impact of Sequence Composition on Language Model Pre-Training | Feb 21, 2024 | In-Context LearningLanguage Modeling | 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 |
| Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation | May 26, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Adaptive Machine Translation | Dec 20, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| Function Vectors in Large Language Models | Oct 23, 2023 | In-Context 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 |
| 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 |
| ExPT: Synthetic Pretraining for Few-Shot Experimental Design | Oct 30, 2023 | Experimental DesignIn-Context Learning | 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 |
| GPT-RE: In-context Learning for Relation Extraction using Large Language Models | May 3, 2023 | In-Context LearningRelation | CodeCode Available | 1 |
| C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing | Apr 10, 2025 | In-Context LearningMixture-of-Experts | CodeCode Available | 1 |
| BASE-SQL: A powerful open source Text-To-SQL baseline approach | Feb 15, 2025 | In-Context LearningLarge Language Model | CodeCode Available | 1 |
| Fine-tuning Multimodal Large Language Models for Product Bundling | Jul 16, 2024 | In-Context LearningMultiple-choice | CodeCode Available | 1 |
| Batch-ICL: Effective, Efficient, and Order-Agnostic In-Context Learning | Jan 12, 2024 | In-Context LearningZero-Shot Learning | CodeCode Available | 1 |
| Batch Prompting: Efficient Inference with Large Language Model APIs | Jan 19, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 1 |
| Adaptive Machine Translation with Large Language Models | Jan 30, 2023 | DecoderDomain Adaptation | CodeCode Available | 1 |
| LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models | Aug 2, 2024 | In-Context LearningLog Parsing | CodeCode Available | 1 |
| Bayesian scaling laws for in-context learning | Oct 21, 2024 | In-Context LearningSafety Alignment | 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 |
| How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation | Dec 12, 2023 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Fact-Checking Complex Claims with Program-Guided Reasoning | May 22, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| Exploring Diverse In-Context Configurations for Image Captioning | May 24, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| An Explanation of In-context Learning as Implicit Bayesian Inference | Nov 3, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Benchmarking Cognitive Biases in Large Language Models as Evaluators | Sep 29, 2023 | BenchmarkingIn-Context Learning | CodeCode Available | 1 |
| ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction | Mar 9, 2023 | Document AIIn-Context Learning | CodeCode Available | 1 |
| ICLEval: Evaluating In-Context Learning Ability of Large Language Models | Jun 21, 2024 | In-Context Learning | CodeCode Available | 1 |
| LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models | Jan 1, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Can Large Language Models Always Solve Easy Problems if They Can Solve Harder Ones? | Jun 18, 2024 | In-Context Learning | CodeCode Available | 1 |
| A Multimodal In-Context Tuning Approach for E-Commerce Product Description Generation | Feb 21, 2024 | DiversityIn-Context Learning | CodeCode Available | 1 |
| ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning | Jan 1, 2025 | Few-Shot LearningImage Generation | CodeCode Available | 1 |
| Exploring Effective Factors for Improving Visual In-Context Learning | Apr 10, 2023 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| BERTs are Generative In-Context Learners | Jun 7, 2024 | In-Context Learning | CodeCode Available | 1 |
| ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text Games | May 24, 2023 | Code GenerationCommon Sense Reasoning | CodeCode Available | 1 |
| PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning | May 3, 2024 | Bayesian InferenceIn-Context Learning | CodeCode Available | 1 |
| CABINET: Content Relevance based Noise Reduction for Table Question Answering | Feb 2, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| In-context Contrastive Learning for Event Causality Identification | May 17, 2024 | Contrastive LearningEvent Causality Identification | CodeCode Available | 1 |
| AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models | May 13, 2024 | Anomaly DetectionEdge Detection | CodeCode Available | 1 |
| Exploring Multimodal Challenges in Toxic Chinese Detection: Taxonomy, Benchmark, and Findings | May 30, 2025 | In-Context Learning | CodeCode Available | 1 |
| Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning | Oct 1, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences | Nov 6, 2024 | Drug DiscoveryIn-Context Learning | CodeCode Available | 1 |
| Fast Prompt Alignment for Text-to-Image Generation | Dec 11, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| How Transformers Learn Causal Structure with Gradient Descent | Feb 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering | Nov 11, 2023 | In-Context LearningStyle Transfer | CodeCode Available | 1 |
| In-Context Learning for Few-Shot Dialogue State Tracking | Mar 16, 2022 | Dialogue State TrackingFew-Shot Learning | CodeCode Available | 1 |
| AnyPattern: Towards In-context Image Copy Detection | Apr 21, 2024 | Copy DetectionIn-Context Learning | 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 |
