| 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 |
| What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation | Apr 10, 2024 | In-Context Learning | CodeCode Available | 1 |
| Large Language Models for Orchestrating Bimanual Robots | Apr 2, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| DiLM: Distilling Dataset into Language Model for Text-level Dataset Distillation | Mar 30, 2024 | Dataset DistillationIn-Context Learning | CodeCode Available | 1 |
| Retrieval-enhanced Knowledge Editing in Language Models for Multi-Hop Question Answering | Mar 28, 2024 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler | Mar 26, 2024 | In-Context Learningintent-classification | CodeCode Available | 1 |
| MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models | Mar 25, 2024 | GPUIn-Context Learning | CodeCode Available | 1 |
| IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models | Mar 23, 2024 | Common Sense ReasoningIn-Context Learning | CodeCode Available | 1 |
| AICL: Action In-Context Learning for Video Diffusion Model | Mar 18, 2024 | Action GenerationIn-Context Learning | CodeCode Available | 1 |
| Interpretable Machine Learning for TabPFN | Mar 16, 2024 | Data ValuationIn-Context Learning | CodeCode Available | 1 |
| Unveiling the Generalization Power of Fine-Tuned Large Language Models | Mar 14, 2024 | In-Context Learning | CodeCode Available | 1 |
| Revealing the Parallel Multilingual Learning within Large Language Models | Mar 14, 2024 | In-Context Learning | CodeCode Available | 1 |
| A Dataset and Benchmark for Hospital Course Summarization with Adapted Large Language Models | Mar 8, 2024 | In-Context Learning | CodeCode Available | 1 |
| How Far Are We from Intelligent Visual Deductive Reasoning? | Mar 7, 2024 | In-Context LearningVisual Reasoning | CodeCode Available | 1 |
| ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context | Mar 4, 2024 | In-Context LearningSentence | CodeCode Available | 1 |
| Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal | Mar 2, 2024 | Continual LearningIn-Context Learning | CodeCode Available | 1 |
| Teaching Large Language Models an Unseen Language on the Fly | Feb 29, 2024 | DiversityIn-Context Learning | CodeCode Available | 1 |
| Dual Operating Modes of In-Context Learning | Feb 29, 2024 | In-Context LearningRetrieval | CodeCode Available | 1 |
| All in an Aggregated Image for In-Image Learning | Feb 28, 2024 | AllHallucination | CodeCode Available | 1 |
| Reinforced In-Context Black-Box Optimization | Feb 27, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| How Likely Do LLMs with CoT Mimic Human Reasoning? | Feb 25, 2024 | In-Context Learning | CodeCode Available | 1 |
| Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning | Feb 24, 2024 | In-Context LearningOperator learning | CodeCode Available | 1 |
| Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models | Feb 23, 2024 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 |
| How Transformers Learn Causal Structure with Gradient Descent | Feb 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| On the Tip of the Tongue: Analyzing Conceptual Representation in Large Language Models with Reverse-Dictionary Probe | Feb 22, 2024 | In-Context LearningReverse Dictionary | CodeCode Available | 1 |
| Learning to Poison Large Language Models for Downstream Manipulation | Feb 21, 2024 | Data PoisoningIn-Context Learning | CodeCode Available | 1 |
| Analysing The Impact of Sequence Composition on Language Model Pre-Training | Feb 21, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| A Multimodal In-Context Tuning Approach for E-Commerce Product Description Generation | Feb 21, 2024 | DiversityIn-Context Learning | CodeCode Available | 1 |
| In-Context Learning Demonstration Selection via Influence Analysis | Feb 19, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Task-Oriented Dialogue with In-Context Learning | Feb 19, 2024 | In-Context LearningNavigate | CodeCode Available | 1 |
| TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks | Feb 17, 2024 | FairnessIn-Context Learning | CodeCode Available | 1 |
| Let's Learn Step by Step: Enhancing In-Context Learning Ability with Curriculum Learning | Feb 16, 2024 | In-Context Learning | CodeCode Available | 1 |
| Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm | Feb 16, 2024 | Active LearningIn-Context Learning | CodeCode Available | 1 |
| Uncertainty Quantification for In-Context Learning of Large Language Models | Feb 15, 2024 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization | Feb 14, 2024 | In-Context Learning | 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 |
| Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement | Feb 9, 2024 | Code GenerationDecision Making | CodeCode Available | 1 |
| Is Mamba Capable of In-Context Learning? | Feb 5, 2024 | AutoMLIn-Context Learning | CodeCode Available | 1 |
| Can MLLMs Perform Text-to-Image In-Context Learning? | Feb 2, 2024 | Image GenerationImage to text | CodeCode Available | 1 |
| CABINET: Content Relevance based Noise Reduction for Table Question Answering | Feb 2, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning | Feb 1, 2024 | Ensemble LearningIn-Context Learning | CodeCode Available | 1 |
| Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data | Jan 25, 2024 | Decision MakingIn-Context Learning | CodeCode Available | 1 |
| K-QA: A Real-World Medical Q&A Benchmark | Jan 25, 2024 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| Enhancing In-context Learning via Linear Probe Calibration | Jan 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| Revisiting Demonstration Selection Strategies in In-Context Learning | Jan 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs | Jan 18, 2024 | In-Context Learning | CodeCode Available | 1 |
| Batch-ICL: Effective, Efficient, and Order-Agnostic In-Context Learning | Jan 12, 2024 | In-Context LearningZero-Shot Learning | CodeCode Available | 1 |
| The Unreasonable Effectiveness of Easy Training Data for Hard Tasks | Jan 12, 2024 | General KnowledgeIn-Context Learning | CodeCode Available | 1 |
| MobileAgent: enhancing mobile control via human-machine interaction and SOP integration | Jan 4, 2024 | In-Context Learning | CodeCode Available | 1 |
| DIALIGHT: Lightweight Multilingual Development and Evaluation of Task-Oriented Dialogue Systems with Large Language Models | Jan 4, 2024 | In-Context LearningTask-Oriented Dialogue Systems | CodeCode Available | 1 |
