In-Context Learning

In-context Exploration-Exploitation for Reinforcement Learning ICLR 2024 In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models EMNLP 2024 In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization NeurIPS 2024 In-Context Learning State Vector with Inner and Momentum Optimization NeurIPS 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024 In-Context Learning with Representations: Contextual Generalization of Trained Transformers NeurIPS 2024 In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness NeurIPS 2024 In-Context Matting CVPR 2024 In-context Mixing (ICM): Code-mixed Prompts for Multilingual LLMs ACL 2024 In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery ACL 2024 “In-Dialogues We Learn”: Towards Personalized Dialogue Without Pre-defined Profiles through In-Dialogue Learning EMNLP 2024 Induct-Learn: Short Phrase Prompting with Instruction Induction EMNLP 2024 Instruct Me More! Random Prompting for Visual In-Context Learning WACV 2024 Investigating LLMs as Voting Assistants via Contextual Augmentation: A Case Study on the European Parliament Elections 2024 EMNLP 2024 JSI and WüNLP at the DIALECT-COPA Shared Task: In-Context Learning From Just a Few Dialectal Examples Gets You Quite Far NAACL 2024 Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks ACL 2024 Language-to-Code Translation with a Single Labeled Example EMNLP 2024 Large Language Models are In-context Teachers for Knowledge Reasoning EMNLP 2024 Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks NeurIPS 2024 Learning to Retrieve Iteratively for In-Context Learning EMNLP 2024 Leveraging Environment Interaction for Automated PDDL Translation and Planning with Large Language Models NeurIPS 2024 Linear Transformers are Versatile In-Context Learners NeurIPS 2024 LLMCrit: Teaching Large Language Models to Use Criteria ACL 2024 LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law EMNLP 2024 LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction ACL 2024