. . . . "KNOWLEDGE GRAPH FUSION WITH LARGE LANGUAGE MODELS FOR ACCURATE, EXPLAINABLE MANUFACTURING PROCESS PLANNING" . . . . . . . . . . . "ARKNESS is an end-to-end hybrid framework that fuses zero-shot KG construction with retrieval-augmented generation. It uses an LLM for automated entity-relation extraction to build the KG and then employs a semantic search with beam search traversal over the KG to inject evidence-linked subgraphs into LLM prompts, enabling accurate and explainable reasoning for manufacturing process planning." . "Augmented Retrieval Knowledge Network Enhanced Search & Synthesis (ARKNESS)" . . . "Cai et al. KG Diagnosis" . . "ChatCNC" . . "CNCGPT" . . "Guo et al. KG Reuse" . . "Qiu et al. KG Diagnosis" . . "Wang et al. KG Retrieval" . . . "2026-02-26T16:05:25.561Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2506.13026" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "GBrg0Ppe/ahmDc9p9lK65L0jS1z4QpG2nL53JvEKflRMMHMm+0mrqXGgDnmGWCDn/5DI2VYHXE1WN4ZC6XwWyq98uihRxKINe+fl6Tx/uK225SqEGLSqUUbiMNljOZxV73Bq8wF95fUFsNvubzBqdYuX6K0ugrUcumbHTToSuDWVdJwP70VwX3MNlJf6pxIZOEP9kMhAe6hrfp5dsBkZ7D0ghTW+dB+JVzLn0T6iEsZvOrs4jPYbIJczuCxw9bbzu+WWXuqxCZBDXwQg+PmisN2DeA581QHXwT58qnFfBPyCHuCMToprygGH8NTPmuTopX72xEHGLMjPEJEwf0VDzQ==" . . .