. . . . "KG-enhanced LLM inference" . "KG-enhanced LLM interpretability" . "KG-enhanced LLM pre-training" . "LLM-augmented KG completion" . "LLM-augmented KG construction" . "LLM-augmented KG embedding" . "LLM-augmented KG question answering" . "LLM-augmented KG to text generation" . "Synergized Knowledge Representation" . "Synergized Reasoning" . "This template allows you to annotate research papers with large language models(LLMs) and knowledge graphs(KGs) integration categories based on the Pan et al. (2024) roadmap (DOI: https://doi.org/10.48550/arXiv.2306.08302). This template includes the paper's DOI, its specific integration category, and the contributor who made the categorization." . . "Annotating paper with LLMs+KGs integration category" . "LLMs+KGs integration category: ${category} for ${paper}" . . . "Annotations" . . . . . . . . . . . . . "https://doi.org/" . "the paper with DOI" . "10.(\\d)+/(\\S)+" . . . . . . . . . "Anastasiya Danilenka" . "2026-01-30T14:58:17.196Z"^^ . . . . . "Annotating paper with LLMs+KGs integration category" . . . . . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB" . "jS2vdisIbXCGOU6OENGzJJfRW/twDqDVmtIdHQ6HbklfVRQgMiNk9t5wN2DK+OuDf6eLp621uuX+RVqEFPKiqb6eJ2ADPyKAttzpFPJyYP9vXPBGa6l5RHdVfNNKWuqgkFdyg1I+ncB1Q4ipo28Gs0wWsij4GIXtLjb6TqlQ/zNbwuxkipiuo19LNBAEf2HHR2JIxc0pX2WnF17di8uqF5/d7Zish41P8uEt7s+zIiKtpHabSno7T4XsMmnxNZiKHEeT2lXZ9onjHhoj9lxAfI62z8pZq0Yd3hIxXssuqYta8BJkToQVx7Qe19Qy5vVhSYGIsakLnHcZrjQnJZCzNA==" . . .