. . . . "Enhancing Next-Generation Language Models with Knowledge Graphs: Extending Claude, Mistral IA, and GPT-4 via KG-BERT" . . . . . . . . "Ji et al. KGs Integration into Transformers" . . "KG-BERT" . . . "This method proposes a specific architectural integration strategy for incorporating KG-BERT into diverse pre-trained LLMs (Claude, Mistral IA, GPT-4). It involves adding dedicated components such as a KG-dedicated attention layer, modularized cross-layers with lightweight aggregation, or a dedicated attention head. The goal is to enhance the LLMs' factual accuracy, reasoning, and consistency in knowledge-intensive tasks like question answering and entity linking during their inference phase." . "KG-BERT-Tailored LLM Integration Strategy" . . . "K-GAT" . . "Xu et al. Scaling KG Integration" . . . "2026-02-26T16:07:05.720Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2512.10440" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "e3pi4u4gwlQlwvXc/DRsajklSe4Sm8HCaMnTcy3varzcOlRxKo7f3dN5jEMXgq5pECHKusNL1iT62VFt33KGJAkfxZTTN2kYcFX5qmKWgX8msXBnU77NbMcuZt8Ocbi5q6SaKduaeS10HaLS5DaN18HBiWeao5E38NLjq6rfionngnMZBZ4/gyz3GsZgndSVZa2Joao+kUDbnvZOb3Bj6pO9bkCdY4CVXKd769+ZaA8MEUOKmjeMdRxq4HHQaytxbYHxi5aK36DD+DMBOxTZwG7nxetQO7nWHXEgcEBAItqgQpz3CZkkK59Oio5MQ6XxRSqVq8wSCXhqRadg/e8EyQ==" . . .