. . . . "KG-enhanced LLMs" . "KG-enhanced LLM inference" . "KG-enhanced LLM interpretability" . "KG-enhanced LLM pre-training" . "LLM-augmented KGs" . "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 LLMs + KGs" . "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" . "2026-02-06T13:31:08.209Z"^^ . . . . . "Annotating paper with LLMs+KGs integration category" . . . . . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB" . "KlaLD2s29jY+SOxkiD5rWwzR9edzpAYYJIfHjB6PkhxLPzPqZiChdc9th41xnEdzJzWtfJeMG9sUXy4u1/eAHtF6RS5mkAgwYaSeClsZHf/i6NQvkE7bGFwICtjGUbO6mp0E9JcFQEIBQppsBGmvtDCACYMNN11V0RlXOa/J+bDFDxX3PvknadEMIv1hbvphz/Rm+DVZwNkZfzlRoJZZE8nhnNxZZz4ibD3U1U4ZsFYRuRbunZzBj3NGSTKI/AnbGPeWOO8fojgPgixuq/rKuWwTb3EHVxWutefeWR2Jvm/RAojIt/89TTYulaoDTM29ZrecQpOBxDzkJ6olOvhKvA==" . . .