demonstration retrieval

Toward Robust In-Context Learning: Leveraging Out-of-distribution Proxies for Target Inaccessible Demonstration Retrieval ACL 2026 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025 ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025 DCG-SQL: Enhancing In-Context Learning for Text-to-SQL with Deep Contextual Schema Link Graph ACL 2025 DeTriever: Decoder-representation-based Retriever for Improving NL2SQL In-Context Learning COLING 2025 DRUM: Learning Demonstration Retriever for Large MUlti-modal Models ACL 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 ICL-Bandit: Relevance Labeling in Advertisement Recommendation Systems via LLM EMNLP 2025 LLMs + Persona-Plug = Personalized LLMs ACL 2025 Seeking Rational Demonstrations for Large Language Models: A Domain Generalization Approach to Unsupervised Cross-Domain Keyphrase Generation ACL 2025 Topic Coverage-based Demonstration Retrieval for In-Context Learning EMNLP 2025 TrustUQA: A Trustful Framework for Unified Structured Data Question Answering AAAI 2025 What Matters in Learning from Large-Scale Datasets for Robot Manipulation ICLR 2025 Adaption-of-Thought: Learning Question Difficulty Improves Large Language Models for Reasoning EMNLP 2024 ConsistNER: Towards Instructive NER Demonstrations for LLMs with the Consistency of Ontology and Context AAAI 2024 Demonstration Retrieval-Augmented Generative Event Argument Extraction COLING 2024 Instruction Embedding: Latent Representations of Instructions Towards Task Identification NeurIPS 2024 MDR: Model-Specific Demonstration Retrieval at Inference Time for In-Context Learning NAACL 2024 Mixture of Demonstrations for In-Context Learning NeurIPS 2024 MLT-DR: Multi-Lingual/Task Demonstration RetrievalAn Attempt towards Generalized Retriever for In-Context Learning EMNLP 2024 Recall, Retrieve and Reason: Towards Better In-Context Relation Extraction IJCAI 2024 Towards Robust In-Context Learning for Machine Translation with Large Language Models COLING 2024 What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration NeurIPS 2024 GPT-RE: In-context Learning for Relation Extraction using Large Language Models EMNLP 2023 Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023