Grunnleggende konsepter
KcMF, a novel framework leveraging large language models (LLMs) for schema and entity matching, achieves state-of-the-art performance without fine-tuning by incorporating domain knowledge and task-specific pseudo-code to guide LLM reasoning.
Xu, Y., Li, H., Chen, K., & Shou, L. (2024). KCMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs. arXiv preprint arXiv:2410.12480.
This paper introduces KcMF, a novel framework designed to address the challenges of schema and entity matching tasks using large language models (LLMs) without the need for fine-tuning.