| Distilling Text Style Transfer With Self-Explanation From LLMs | Mar 2, 2024 | In-Context LearningKnowledge Distillation | —Unverified | 0 |
| FaiMA: Feature-aware In-context Learning for Multi-domain Aspect-based Sentiment Analysis | Mar 2, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 |
| LLMs for Targeted Sentiment in News Headlines: Exploring the Descriptive-Prescriptive Dilemma | Mar 1, 2024 | DescriptiveIn-Context Learning | —Unverified | 0 |
| DFIN-SQL: Integrating Focused Schema with DIN-SQL for Superior Accuracy in Large-Scale Databases | Mar 1, 2024 | In-Context LearningNatural Language Queries | —Unverified | 0 |
| Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish | Mar 1, 2024 | Cross-Lingual TransferFact Checking | CodeCode Available | 0 |
| ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph | Feb 29, 2024 | In-Context Learning | —Unverified | 0 |
| Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality | Feb 29, 2024 | In-Context Learning | —Unverified | 0 |
| 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 |
| ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training | Feb 28, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling | Feb 28, 2024 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Large Language Models As Evolution Strategies | Feb 28, 2024 | In-Context Learning | —Unverified | 0 |
| Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification | Feb 28, 2024 | FairnessIn-Context Learning | —Unverified | 0 |
| All in an Aggregated Image for In-Image Learning | Feb 28, 2024 | AllHallucination | CodeCode Available | 1 |
| From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs | Feb 28, 2024 | In-Context Learning | —Unverified | 0 |
| Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation | Feb 28, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 2 |
| Securing Reliability: A Brief Overview on Enhancing In-Context Learning for Foundation Models | Feb 27, 2024 | HallucinationIn-Context Learning | —Unverified | 0 |
| Reinforced In-Context Black-Box Optimization | Feb 27, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Video as the New Language for Real-World Decision Making | Feb 27, 2024 | Decision MakingIn-Context Learning | —Unverified | 0 |
| Long-Context Language Modeling with Parallel Context Encoding | Feb 26, 2024 | In-Context LearningInstruction Following | CodeCode Available | 2 |
| Look Before You Leap: Towards Decision-Aware and Generalizable Tool-Usage for Large Language Models | Feb 26, 2024 | Decision MakingHallucination | —Unverified | 0 |
| Likelihood-based Mitigation of Evaluation Bias in Large Language Models | Feb 25, 2024 | Grammatical Error CorrectionIn-Context Learning | CodeCode Available | 0 |
| DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers | Feb 25, 2024 | In-Context LearningSafety Alignment | CodeCode Available | 2 |
| 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 |