| JMI at SemEval 2024 Task 3: Two-step approach for multimodal ECAC using in-context learning with GPT and instruction-tuned Llama models | Mar 5, 2024 | In-Context LearningVideo Description | CodeCode Available | 0 |
| How Well Can Transformers Emulate In-context Newton's Method? | Mar 5, 2024 | In-Context Learningregression | —Unverified | 0 |
| Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment | Mar 5, 2024 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Not All Layers of LLMs Are Necessary During Inference | Mar 4, 2024 | AllIn-Context Learning | —Unverified | 0 |
| Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet? | Mar 4, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Transformers for Supervised Online Continual Learning | Mar 3, 2024 | Continual LearningFew-Shot Learning | —Unverified | 0 |
| Revisiting Dynamic Evaluation: Online Adaptation for Large Language Models | Mar 3, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| 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 |
| From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs | Feb 28, 2024 | In-Context Learning | —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 |
| Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling | Feb 28, 2024 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Securing Reliability: A Brief Overview on Enhancing In-Context Learning for Foundation Models | Feb 27, 2024 | HallucinationIn-Context Learning | —Unverified | 0 |
| Video as the New Language for Real-World Decision Making | Feb 27, 2024 | Decision MakingIn-Context Learning | —Unverified | 0 |
| 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 |
| Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models | Feb 23, 2024 | AttributeContrastive Learning | CodeCode Available | 0 |
| Evaluating the Performance of ChatGPT for Spam Email Detection | Feb 23, 2024 | In-Context LearningQuestion Answering | —Unverified | 0 |
| Fine-tuning Large Language Models for Domain-specific Machine Translation | Feb 23, 2024 | Domain AdaptationIn-Context Learning | —Unverified | 0 |