. . . . "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" . "2026-01-20T08:52:03.299Z"^^ . . . . . "Annotating paper with LLMs+KGs integration category" . . . . . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB" . "SSwYy/3RqFhwaKLhsXe1Rffi/8rStPQOdU0LYXEqTfMflQkn0fjN1GEtfdfMg4sWcNlum+Ql0BcQqKd6ccHYMCF6xzK2MsQO3NimP+vwd2d4T/2D4HZS57Q8TDTqwGDuUCGMPaTO+1WZMxzZVsE047khyA37aMhjWkt9MNanzV/ybkSiioFwBvlSS67w3FPj6134BxuiHqCaMbrsUMEu5euz7T4LQcWKp5UUjHPd26G7zneUOGwz9ppbBzGtLyH1VdU0eu7oxe359S5O5o+ggppn8E3QbIua9rumw+nJHi3K/nH74RxxumpyY7D5yfYUR+l+VkHy81h2Q/u2E0OHYA==" . . .