In-Context Learning

Locally Differentially Private In-Context Learning COLING 2024 LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting ACL 2024 Make Your LLM Fully Utilize the Context NeurIPS 2024 Many-Shot In-Context Learning NeurIPS 2024 MemoryPrompt: A Light Wrapper to Improve Context Tracking in Pre-trained Language Models COLING 2024 Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors IJCAI 2024 Mixture of Demonstrations for In-Context Learning NeurIPS 2024 Mixture of In-Context Experts Enhance LLMs' Long Context Awareness NeurIPS 2024 Mothman at SemEval-2024 Task 9: An Iterative System for Chain-of-Thought Prompt Optimization SemEval 2024 Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NeurIPS 2024 NICE: To Optimize In-Context Examples or Not? ACL 2024 One-Layer Transformer Provably Learns One-Nearest Neighbor In Context NeurIPS 2024 On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability NeurIPS 2024 On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices EMNLP 2024 On the In-context Generation of Language Models EMNLP 2024 Opponent Modeling with In-context Search NeurIPS 2024 Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning NeurIPS 2024 Policy-shaped prediction: avoiding distractions in model-based reinforcement learning NeurIPS 2024 Position Engineering: Boosting Large Language Models through Positional Information Manipulation EMNLP 2024 Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context NeurIPS 2024 PrExMe! Large Scale Prompt Exploration of Open Source LLMs for Machine Translation and Summarization Evaluation EMNLP 2024 PRompt Optimization in Multi-Step Tasks (PROMST): Integrating Human Feedback and Heuristic-based Sampling EMNLP 2024 Prompt Optimization via Adversarial In-Context Learning ACL 2024 Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NeurIPS 2024 PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL EMNLP 2024