| Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations | Feb 19, 2024 | In-Context Learning | —Unverified | 0 |
| 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 |
| Modularized Networks for Few-shot Hateful Meme Detection | Feb 19, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| Enabling Weak LLMs to Judge Response Reliability via Meta Ranking | Feb 19, 2024 | HallucinationIn-Context Learning | —Unverified | 0 |
| Do Large Language Models Understand Logic or Just Mimick Context? | Feb 19, 2024 | counterfactualIn-Context Learning | —Unverified | 0 |
| In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness | Feb 18, 2024 | In-Context Learning | —Unverified | 0 |
| In-Context Example Ordering Guided by Label Distributions | Feb 18, 2024 | In-Context Learningtext-classification | —Unverified | 0 |
| Visual In-Context Learning for Large Vision-Language Models | Feb 18, 2024 | In-Context LearningPosition | —Unverified | 0 |
| GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network | Feb 18, 2024 | Graph Neural NetworkIn-Context Learning | CodeCode Available | 0 |
| TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks | Feb 17, 2024 | FairnessIn-Context Learning | CodeCode Available | 1 |
| C-ICL: Contrastive In-context Learning for Information Extraction | Feb 17, 2024 | In-Context LearningMiscellaneous | —Unverified | 0 |
| PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models | Feb 17, 2024 | Computational EfficiencyIn-Context Learning | —Unverified | 0 |
| Navigating the Dual Facets: A Comprehensive Evaluation of Sequential Memory Editing in Large Language Models | Feb 16, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| The Evolution of Statistical Induction Heads: In-Context Learning Markov Chains | Feb 16, 2024 | In-Context Learning | —Unverified | 0 |
| RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model | Feb 16, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| LinkNER: Linking Local Named Entity Recognition Models to Large Language Models using Uncertainty | Feb 16, 2024 | In-Context LearningInformation Retrieval | CodeCode Available | 0 |
| Linear Transformers with Learnable Kernel Functions are Better In-Context Models | Feb 16, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Let's Learn Step by Step: Enhancing In-Context Learning Ability with Curriculum Learning | Feb 16, 2024 | In-Context Learning | CodeCode Available | 1 |
| Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL | Feb 16, 2024 | DiversityIn-Context Learning | CodeCode Available | 0 |
| Measuring and Reducing LLM Hallucination without Gold-Standard Answers | Feb 16, 2024 | HallucinationIn-Context Learning | —Unverified | 0 |
| Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm | Feb 16, 2024 | Active LearningIn-Context Learning | CodeCode Available | 1 |
| Understanding In-Context Learning with a Pelican Soup Framework | Feb 16, 2024 | Common Sense ReasoningIn-Context Learning | —Unverified | 0 |
| Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models | Feb 15, 2024 | FairnessFew-Shot Learning | —Unverified | 0 |
| Bridging Associative Memory and Probabilistic Modeling | Feb 15, 2024 | In-Context Learning | —Unverified | 0 |
| Self-Augmented In-Context Learning for Unsupervised Word Translation | Feb 15, 2024 | Bilingual Lexicon InductionCross-Lingual Word Embeddings | CodeCode Available | 0 |
| QuRating: Selecting High-Quality Data for Training Language Models | Feb 15, 2024 | In-Context Learning | CodeCode Available | 3 |
| Crafting a Good Prompt or Providing Exemplary Dialogues? A Study of In-Context Learning for Persona-based Dialogue Generation | Feb 15, 2024 | Dialogue GenerationDiversity | —Unverified | 0 |
| Chain-of-Planned-Behaviour Workflow Elicits Few-Shot Mobility Generation in LLMs | Feb 15, 2024 | In-Context Learning | —Unverified | 0 |
| Uncertainty Quantification for In-Context Learning of Large Language Models | Feb 15, 2024 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems | Feb 14, 2024 | Decision MakingIn-Context Learning | —Unverified | 0 |
| GrounDial: Human-norm Grounded Safe Dialog Response Generation | Feb 14, 2024 | In-Context LearningResponse Generation | —Unverified | 0 |
| ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization | Feb 14, 2024 | In-Context Learning | CodeCode Available | 1 |
| HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality Evaluation | Feb 14, 2024 | Answer SelectionIn-Context Learning | CodeCode Available | 0 |
| The dynamic interplay between in-context and in-weight learning in humans and neural networks | Feb 13, 2024 | BlockingIn-Context Learning | CodeCode Available | 0 |
| Can LLMs Learn New Concepts Incrementally without Forgetting? | Feb 13, 2024 | In-Context LearningIncremental Learning | CodeCode Available | 2 |
| Text-centric Alignment for Multi-Modality Learning | Feb 12, 2024 | In-Context Learning | —Unverified | 0 |
| Universal Link Predictor By In-Context Learning on Graphs | Feb 12, 2024 | Hyperparameter OptimizationIn-Context Learning | —Unverified | 0 |
| Step-On-Feet Tuning: Scaling Self-Alignment of LLMs via Bootstrapping | Feb 12, 2024 | In-Context Learning | —Unverified | 0 |
| Assessing Generalization for Subpopulation Representative Modeling via In-Context Learning | Feb 12, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| VisLingInstruct: Elevating Zero-Shot Learning in Multi-Modal Language Models with Autonomous Instruction Optimization | Feb 12, 2024 | In-Context LearningTextVQA | CodeCode Available | 0 |
| Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examples | Feb 12, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| In-Context Data Distillation with TabPFN | Feb 10, 2024 | In-Context Learning | —Unverified | 0 |
| NICE: To Optimize In-Context Examples or Not? | Feb 9, 2024 | In-Context Learning | CodeCode Available | 0 |
| Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement | Feb 9, 2024 | Code GenerationDecision Making | CodeCode Available | 1 |
| InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning | Feb 9, 2024 | Data AugmentationGSM8K | CodeCode Available | 4 |
| On the Out-Of-Distribution Generalization of Multimodal Large Language Models | Feb 9, 2024 | In-Context LearningOut-of-Distribution Generalization | —Unverified | 0 |
| In-Context Principle Learning from Mistakes | Feb 8, 2024 | GSM8KIn-Context Learning | CodeCode Available | 0 |
| NoisyICL: A Little Noise in Model Parameters Calibrates In-context Learning | Feb 8, 2024 | In-Context Learning | CodeCode Available | 0 |
| In-Context Learning Can Re-learn Forbidden Tasks | Feb 8, 2024 | ArticlesIn-Context Learning | —Unverified | 0 |