. . . . "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://neverblink.eu/ontologies/llm-kg/categories#" . "llm-kg" . . . . . . . . . . . . "https://doi.org/" . "the paper with DOI" . "10.(\\d)+/(\\S)+" . . . . . . "Anastasiya Danilenka" . "2026-01-20T08:45:25.576Z"^^ . . . . . "Annotating paper with LLMs+KGs integration category" . . . . . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB" . "CJ7zdX/Agg8jqqA75HfX3XazEikbkJZQ4tsPMwfXoKWduuhmMCgwoJ6esUu3c2gUDpUgZdYRkcK2nfYSDBze87pWnejiWT7KDgLJXjyepBm5+FMQurHyr5GSQyvZ2vuxweW2fCi2Va9rBSW/RxtzXluOVSO87FYbVJxDm0pZOcY4GC+rDfSvbFmcuAmZYSTdC30+avNZclvxHN/g7IN/TjSRYW0QgPegA5IYx3CeRx9LOk8hAnpNkSDtEqmV3PsQRJgs9SD1vLxzwFI3udb7GGkv2wkdJHx7j6UHBHCXYHf5QxUiP3KIDVHPRcOmFWaIDEeXDgG2by+as4RjXYHFDA==" . . .