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demonstration selection

42 papers

Papers

Iterative Forward Tuning Boosts In-Context Learning in Language Models ACL 2024 Latent Learningscape Guided In-context Learning ACL 2024 Revisiting Demonstration Selection Strategies in In-Context Learning ACL 2024 Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024 Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning NAACL 2024 Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023 Diverse Demonstrations Improve In-context Compositional Generalization ACL 2023 Enhancing Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies EMNLP 2023 How Many Demonstrations Do You Need for In-context Learning? EMNLP 2023 ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction ICCV 2023 Just Adjust One Prompt: Enhancing In-Context Dialogue Scoring via Constructing the Optimal Subgraph of Demonstrations and Prompts EMNLP 2023 Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning NeurIPS 2023 PaRaDe: Passage Ranking using Demonstrations with LLMs EMNLP 2023 Representative Demonstration Selection for In-Context Learning with Two-Stage Determinantal Point Process EMNLP 2023 Robustness of Named-Entity Replacements for In-Context Learning EMNLP 2023 Selective Demonstrations for Cross-domain Text-to-SQL EMNLP 2023 Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models ICML 2023