Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:37:51.929201Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.07994.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:37:51.929201Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
20 of 20 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1f307d3e-c777-44ed-9441-6e26f6e6fbfa · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge From GPT-3 to GPT-5: Mapping their capabilities, scope, limitations, and consequences
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 64261203-5740-4602-b874-aee69254516d · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Context-as-AI-Service: Surfacing Cross-File Dependency Chains for LLM-Generated Developer Documentation
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2bee2907-32a0-498d-8f2a-40f2999e9cae · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Adaptive-rag: Learning to adapt retrieval-augmented large language models through question complexity
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4ad0584b-57bd-42e0-967f-38dd3123211e · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Dense passage retrieval for open-domain question answering
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation caf808b3-38c1-42f1-9f4f-0c97b3289827 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Bookrag: A hierarchical structure-aware index- based approach for retrieval-augmented generation on complex documents.arXiv preprint arXiv:2512.03413,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d42bb3a-a16c-49e9-a5b0-cd567fe97628 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06f048e7-b120-451d-a1a0-fdf1fba06741 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Qwen3 Technical Report
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e88deb5-f8e2-4755-aaba-11a6c21de1e6 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge ReAct: Synergizing Reasoning and Acting in Language Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11b65e7e-2d8b-4dba-9c9a-27df06306fbd · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d79dda69-0c60-4e8a-8045-2d7698fa88dc · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 936ecae1-b8b4-46e1-8b2a-dae539362ed8 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Linearrag: Linear graph retrieval augmented generation on large-scale corpora.arXiv preprint arXiv:2510.10114,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 009ebd31-74ea-4777-8a8a-5318b3e38fd3 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Complex qa and language models hybrid architectures, survey.arXiv preprint arXiv:2302.09051,
Reference 2009
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 22a0e4f3-bcd5-469c-b28b-9aa313cfa8c2 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge A Survey of Multimodal Retrieval-Augmented Generation
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 422662a3-bf11-4c19-9fc9-49058e5eb80e · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Simple is effective: The roles of graphs and large language models in knowledge-graph-based retrieval-augmented generation
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 904b0f51-f10d-400c-83c0-b30afc7fcae7 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32654309-ed39-48d0-84e7-43fda3c21911 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge A Survey of Large Language Model Agents for Question Answering
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 614aa4a0-10c9-4632-8dc8-c4ee22611e76 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge A-rag: Scaling agentic retrieval-augmented generation via hierarchical retrieval interfaces
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abc18c8b-c51f-4ea2-b855-5cc1a248fa77 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65c65097-b68f-4d3a-a7a9-a2e339f4c8f8 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge C-Pack: Packed Resources For General Chinese Embeddings
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f0aa7a6-c208-4b6d-8e69-f26a153661e9 · outbound
VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.