In-Context Learning

QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback based Self-Correction ACL 2024 Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks ACL 2024 Recall, Retrieve and Reason: Towards Better In-Context Relation Extraction IJCAI 2024 RECOST: External Knowledge Guided Data-efficient Instruction Tuning ACL 2024 Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models NeurIPS 2024 Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? ACL 2024 Rethinking the Evaluation of In-Context Learning for LLMs EMNLP 2024 Retrieval-Augmented Code Generation for Situated Action Generation: A Case Study on Minecraft EMNLP 2024 Retrieved In-Context Principles from Previous Mistakes EMNLP 2024 Revisiting Demonstration Selection Strategies in In-Context Learning ACL 2024 RoleAgent: Building, Interacting, and Benchmarking High-quality Role-Playing Agents from Scripts NeurIPS 2024 RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation Framework EMNLP 2024 SCOI: Syntax-augmented Coverage-based In-context Example Selection for Machine Translation EMNLP 2024 Skills-in-Context: Unlocking Compositionality in Large Language Models EMNLP 2024 SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark NeurIPS 2024 Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024 Subjectivity Detection in English News using Large Language Models ACL 2024 Synergizing In-context Learning with Hints for End-to-end Task-oriented Dialog Systems EMNLP 2024 TableRAG: Million-Token Table Understanding with Language Models NeurIPS 2024 Take Off the Training Wheels! Progressive In-Context Learning for Effective Alignment EMNLP 2024 Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization NeurIPS 2024 Teaching Large Language Models an Unseen Language on the Fly ACL 2024 The Closeness of In-Context Learning and Weight Shifting for Softmax Regression NeurIPS 2024 The Evolution of Statistical Induction Heads: In-Context Learning Markov Chains NeurIPS 2024 The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis ACL 2024