In-Context Learning

TheoremLlama: Transforming General-Purpose LLMs into Lean4 Experts EMNLP 2024 The Representation Landscape of Few-Shot Learning and Fine-Tuning in Large Language Models NeurIPS 2024 Think Twice: Perspective-Taking Improves Large Language Models’ Theory-of-Mind Capabilities ACL 2024 Towards Global Optimal Visual In-Context Learning Prompt Selection NeurIPS 2024 Towards More Unified In-context Visual Understanding CVPR 2024 TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks NeurIPS 2024 Universal In-Context Approximation By Prompting Fully Recurrent Models NeurIPS 2024 Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought NeurIPS 2024 Unveiling In-Context Learning: A Coordinate System to Understand Its Working Mechanism EMNLP 2024 Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers NeurIPS 2024 Unveiling the Lexical Sensitivity of LLMs: Combinatorial Optimization for Prompt Enhancement EMNLP 2024 uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers? SemEval 2024 VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought NeurIPS 2024 What Do Language Models Learn in Context? The Structured Task Hypothesis. ACL 2024 When Parts Are Greater Than Sums: Individual LLM Components Can Outperform Full Models EMNLP 2024 Where does In-context Learning Happen in Large Language Models? NeurIPS 2024 Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? EMNLP 2024 Zero-shot Scientific Claim Verification Using LLMs and Citation Text ACL 2024 ZZU-NLP at SIGHAN-2024 dimABSA Task: Aspect-Based Sentiment Analysis with Coarse-to-Fine In-context Learning ACL 2024 A Comprehensive Evaluation of Tool-Assisted Generation Strategies EMNLP 2023 Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023 ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought EMNLP 2023 Adapt and Decompose: Efficient Generalization of Text-to-SQL via Domain Adapted Least-To-Most Prompting EMNLP 2023 Alfred: A System for Prompted Weak Supervision ACL 2023 Answering Ambiguous Questions via Iterative Prompting ACL 2023