Paper Citation Record · LEDGER

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems

As of 12 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2604.20795.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.20795 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-09T23:38:04.276214Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact14
verified fuzzy8
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 075e37e1-bf9d-49fa-ad45-b288bcf1031b · outbound

This paper cites RDF 1.1 Concepts and Abstract Syntax.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems RDF 1.1 Concepts and Abstract Syntax

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.101902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eb687abf-87c7-4350-beae-9d9e0f0186ef · outbound

This paper cites OWL 2 Web Ontology Language Document Overview.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems OWL 2 Web Ontology Language Document Overview

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.094770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9792df5c-a385-4a54-ae53-da11e86a8d9a · outbound

This paper cites SPARQL 1.1 Query Language.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems SPARQL 1.1 Query Language

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.105893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a29f0827-997f-453c-bebe-9671c3bb72b6 · outbound

This paper cites Shapes Constraint Language (SHACL).

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Shapes Constraint Language (SHACL)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.091454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8db6726a-41ac-48eb-a407-7dc2680bcf81 · outbound

This paper cites MCP specification, version dated 2025- 11-25.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems MCP specification, version dated 2025- 11-25

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.098471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 124dc093-c4bb-4462-b2b8-a0bc0f07705b · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-11T14:06:02.966972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 714c246a-3594-4ec7-8e03-3d3f0548c86f · outbound

This paper cites Retrieval-Augmented Generation with Graphs (GraphRAG).

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Retrieval-Augmented Generation with Graphs (GraphRAG)

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:33:40.134243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 27fb011b-05ea-4f09-98ad-521590c3c6a7 · outbound

This paper cites Microsoft Research documentation.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Microsoft Research documentation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.116245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 53a191f5-dde0-45ac-929a-767f259606a2 · outbound

This paper cites an unresolved cited work.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Unresolved cited work

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.959237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6add1da6-b4c6-4d8a-aba8-ac1732ef999a · outbound

This paper cites Garijo et al.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Garijo et al

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.119823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2f09fc2e-c5f7-43e9-84a5-5a055a5d41b9 · outbound

This paper cites From human experts to machines: An LLM supported approach to ontology and knowledge graph construction.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems From human experts to machines: An LLM supported approach to ontology and knowledge graph construction

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.990864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3e2d972a-50ab-4813-a75c-bd57d07051b6 · outbound

This paper cites Ontology Generation using Large Language Models.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Ontology Generation using Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.943797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bb7bd554-d83c-4b74-b486-99e3b09ecd15 · outbound

This paper cites Retrieval-Augmented Generation of Ontologies from Relational Databases.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Retrieval-Augmented Generation of Ontologies from Relational Databases

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:22:20.576482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ae70ec32-c5cf-4930-b97a-0bc4f94567c5 · outbound

This paper cites Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.962341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4da5f6ae-4fe4-443d-8e3a-3a99f9f7c338 · outbound

This paper cites Large Language Models for Scholarly Ontology Generation: An Extensive Analysis in the Engineering Field.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Large Language Models for Scholarly Ontology Generation: An Extensive Analysis in the Engineering Field

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-21T02:21:15.881653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 08fcb243-da6a-4a82-baee-23f853fd1dc2 · outbound

This paper cites Interfaze: The Future of AI is built on Task-Specific Small Models.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Interfaze: The Future of AI is built on Task-Specific Small Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-04T02:06:52.805880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 970d899e-0119-43be-9ade-42de793f10ad · outbound

This paper cites Small Language Models are the Future of Agentic AI.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Small Language Models are the Future of Agentic AI

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-16T11:55:51.260368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e1c8e1f5-a274-47c3-939f-75dfa5518e41 · outbound

This paper cites LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.955898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation be3af99d-2998-4e51-9a3e-c0c8a0e13d36 · outbound

This paper cites Valmeekam et al.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Valmeekam et al

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T12:45:37.112432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6ad4e65c-918c-47f3-bf18-669c8f3e5f9f · outbound

This paper cites When LLM Stops Understanding.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems When LLM Stops Understanding

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.936499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 288be190-dbc2-413b-8210-ebae6ffb22df · outbound

This paper cites From Text to Knowledge.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems From Text to Knowledge

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.930490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ba58ce23-036f-4d21-9c8f-ac0e1e73f520 · outbound

This paper cites Memory for AI and Robots.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Memory for AI and Robots

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:06:02.970199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fdfed552-1a82-4951-a681-33433fabaac8 · outbound

This paper cites an unresolved cited work.

Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-23T12:45:37.109050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.