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Paper Citation Record · LEDGER

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models

As of 3 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2510.01409.

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

pith.paper-citation-record.v1
2510.01409 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T10:09:08.307199Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T22:00:18.715644Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

60 of 60 outbound references displayed

  • verified exact22
  • verified fuzzy27
  • unresolved5
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58de473b-9b37-441b-9039-37f3552dd98c · outbound

This paper cites A comprehensive review study of cyber-attacks and cyber security; Emerging trends and recent developments.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models A comprehensive review study of cyber-attacks and cyber security; Emerging trends and recent developments

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.538936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation aef1f23f-f459-4aa3-a3f1-de3747adef04 · outbound

This paper cites An Investigation on Cyber Security Threats and Security Models.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models An Investigation on Cyber Security Threats and Security Models

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:13.990879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 98ab5044-8523-4246-98c1-d40677a14e1f · outbound

This paper cites Risk and the Five Hard Problems of Cybersecurity.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Risk and the Five Hard Problems of Cybersecurity

Reference 3

Resolution
verified exact
doi, observed 2026-05-18T10:11:13.691819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 9c84d0b8-53ea-4d41-978e-0d4083aed352 · outbound

This paper cites Intelligence-driven computer network defense informed by analysis of adversary campaigns and intrusion kill chains.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Intelligence-driven computer network defense informed by analysis of adversary campaigns and intrusion kill chains

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.535362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:f53a4c2134a783bbaba0b6a09c923004da3d088ed4050d440ce3ac7fa97d9361

Observation 235e28e6-7de8-4547-b3a2-e363285a01b8 · outbound

This paper cites an unresolved cited work.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:11:15.531939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:f391d078ba6d39271c36e4f4f6bf01e67e15dc4b7d5ccc408f0cd268bb872f7c

Observation 066cb070-df65-49cd-aedb-a9379d6607c4 · outbound

This paper cites an unresolved cited work.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:11:15.528623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 45f80cf1-8d5f-4bf2-b9bd-4f9ad991ba36 · outbound

This paper cites an unresolved cited work.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:11:15.525267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:7a908195588188b351dcbaf8eafae96ae74ac6c8ace19cfe5014fddebadcbf8c

Observation 7ac8c5d5-bf84-4e4f-a260-8eb6ceec5a9e · outbound

This paper cites an unresolved cited work.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:11:15.521882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation e7e2bd1a-bf99-4644-ab87-17dad56eebda · outbound

This paper cites # Strict Compliance Adhere to these rules strictly.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models # Strict Compliance Adhere to these rules strictly

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.517927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:daa6b779775eb74bbe53b02219b6360b4530b70694816ff218932a621db6b5e5

Observation 9c475a73-050e-4cec-ae89-0df64c640dab · outbound

This paper cites Include what occurred, the involved entities, their roles, any parameters, timestamps, or contextual details conveyed in the log.".

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Include what occurred, the involved entities, their roles, any parameters, timestamps, or contextual details conveyed in the log."

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.513844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:65447f1796998b4777ee97759e933e710756a0ac8e1ad997aca5016713cfdf06

Observation 303b8617-748c-406f-a8d9-028c7b1ca64b · outbound

This paper cites Include what occurred, the involved entities, their roles, any parameters, timestamps, or contextual details conveyed in the graph.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Include what occurred, the involved entities, their roles, any parameters, timestamps, or contextual details conveyed in the graph

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.510793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:91bca9a35c7aab46909dd2abf1136b86bec804e6d5291adb69e8b24c619ec17d

Observation 206830ae-f380-438b-823e-64ae18e9a9e2 · outbound

This paper cites an unresolved cited work.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-18T10:11:15.507518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:991c75ae8758b1a1807fff38e413b36e11dc86fbd3db173dd6c01189f30e946a

Observation 110ba07e-7300-46d8-9088-7338cbc63d00 · outbound

This paper cites SoK: Security and Privacy in Machine Learning.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models SoK: Security and Privacy in Machine Learning

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.055009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:f588d50ac185bfd5984cbabba64af2eb5982b7c64ad836324d627f5c9b514765

Observation c6028ff9-7fb7-41a8-b912-a36100888ccb · outbound

This paper cites A survey on technical threat intelligence in the age of sophisticated cyber attacks.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models A survey on technical threat intelligence in the age of sophisticated cyber attacks

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.504334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ca49eea150da851bc4e5f55565ba8e744376b6c319b26caa09f06b54b5b39eb2

Observation de8763db-989a-41d4-96d1-5464ac52deca · outbound

This paper cites Cyber Threat Intelligence Mining for Proactive Cybersecurity Defense: A Survey and New Perspectives.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Cyber Threat Intelligence Mining for Proactive Cybersecurity Defense: A Survey and New Perspectives

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.013174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:fa88b11736e38f363ca2d00e3eb8e179a2820e985440a684022a4a9043de76cd

Observation 70040aa6-a1f3-4d69-8cee-f9882fc8ee21 · outbound

This paper cites A Survey on Honeypot Software and Data Analysis.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models A Survey on Honeypot Software and Data Analysis

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.027597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:76cfe913dc6dda0af331f94a7dd2228071c2ac15d78bdd864454c0b4794fb448

Observation 675e22a5-d267-49ee-aba1-1aa895824ccc · outbound

This paper cites AttacKG+: Boosting attack graph construction with Large Language Models.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models AttacKG+: Boosting attack graph construction with Large Language Models

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.500259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:5c0039fb7b585e50a7cb99f97fb6658aca29f6440ae6565c48ec8cd574a3b166

Observation f2ede8db-085b-4e3e-be9d-be91df44e669 · outbound

This paper cites MITREtrieval: Retrieving MITRE Techniques From Unstructured Threat Reports by Fusion of Deep Learning and Ontology.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models MITREtrieval: Retrieving MITRE Techniques From Unstructured Threat Reports by Fusion of Deep Learning and Ontology

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.003412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:55582ad7916da62f28af61a92f8f9ab3a54b17b2a63e91dea201648e399526e7

Observation b918c1bf-6cec-491e-aaee-a95e94c75e3a · outbound

This paper cites Building a Cybersecurity Knowledge Graph with CyberGraph.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Building a Cybersecurity Knowledge Graph with CyberGraph

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T10:11:13.706797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:06597be134871fae51bdc8abc5012930e129fd511ab33ecc57eba3a669815da9

Observation 45a475ee-eaa1-4163-96d2-50ba2415eb12 · outbound

This paper cites Constructing Knowledge Graph from Cyber Threat Intelligence Using Large Language Model.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Constructing Knowledge Graph from Cyber Threat Intelligence Using Large Language Model

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:13.986143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:039b2ec358a7e986161b3683b5c077fb275b43f029f432478b3f64bbe5c83a9a

Observation 3482a6df-37b1-42d5-92ad-f5afd86da65e · outbound

This paper cites A survey on cybersecurity knowledge graph construction.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models A survey on cybersecurity knowledge graph construction

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.496966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:8d2b26dc0fb663e0c42eab9aa7c2ebff4767fe8b907007d17493766cd034b71f

Observation fce4fc62-7690-47e5-a959-ab3f14af686a · outbound

This paper cites Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.064027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:3e25a269c2438335849cb305e762cdd3180d219abfa991eb6f6c25b3912e7cbb

Observation be9003c6-d471-465f-918c-b93c7fdb7b17 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 23

Resolution
malformed identifier
arxiv_id, observed 2026-05-18T10:11:13.981541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:8bd35465bbacb94a0cae69a13edb2cb43db2840cf0c00863fa574b8b234a1dad

Observation e7b4900c-c7d6-4aac-a18f-5b204c5e0ccd · outbound

This paper cites Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.049897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:04867767dca599b4c4b6173cef11302afaf8e9bdb81ef68ad8fadee2d7829d3d

Observation 54465980-5e64-437e-8c24-3bd8ab4b51e0 · outbound

This paper cites When LLMs meet cybersecurity: a systematic literature review.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models When LLMs meet cybersecurity: a systematic literature review

Reference 25

Resolution
verified exact
doi, observed 2026-05-18T10:11:13.670346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:e1940bede6f3870bcc017a9ebbe8da6e140c95d783a7f4a954a023e565a6bebf

Observation 9ad3d6ce-6a08-4c92-8159-034705c384c5 · outbound

This paper cites Log File Anomaly Detection Using Knowledge Graph Completion.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Log File Anomaly Detection Using Knowledge Graph Completion

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:13.699937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:4d4e09857476ebc2dc1067c9e632d5bb0947dbfe782c41c015e7b50f3a97d374

Observation 0bb57e8d-26b9-4ae0-bdbc-4b186728a345 · outbound

This paper cites Attention Is All You Need.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Attention Is All You Need

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:13.976738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:f80545ebdc951a0d7dafc3f54b2eb853f91d2b0b1a0ef10b1e0b324186796e04

Observation 1940b671-1b77-4a93-bab3-3f66d2e50bf7 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.045700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:c9bffb509df4ce58a6dea948151bf11d2c92fbab49ba148d243910f0d7c5f59b

Observation 3f7cf52c-ccde-4c35-ad22-769802e6c085 · outbound

This paper cites Language models are few-shot learners.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Language models are few-shot learners

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.493865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:4e3fc3680e91f0ceca63e848cbfa5c70f833e7ef57d34611b537e2a867f7f7a8

Observation 1802734f-2ef6-4ae7-ac33-4784b2dda033 · outbound

This paper cites Improving language understanding by generative pre-training.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Improving language understanding by generative pre-training

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.543778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ba08f7c5c83ee74cc523586aa117e0befae0b6c63b548b3d506ae36ca5721980

Observation b0259768-7ba1-413e-8229-f912b5f188ba · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:13.998758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:cd95bc37a503c8c3f355965e01462c0cc65a04bc9364ac150d8cb802a2407a34

Observation 7426ff66-0677-4c46-9093-b3120377913b · outbound

This paper cites Qwen Technical Report.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Qwen Technical Report

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:13.994875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:370ea39f0e83570d443c3d00bdd6961c5e1816053a004c44327d4146fbde4bac

Observation 26cfe308-8b10-4a3d-a764-f7fabcbd981b · outbound

This paper cites Mistral 7B.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Mistral 7B

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.041237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:5e7c08995d7891f80c476f9f6abdbe8ce05704f022d470383dd353677ab35923

Observation 79af72ff-2676-48a8-9723-2304edfb0977 · outbound

This paper cites Retrieval augmented language model pre-training.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Retrieval augmented language model pre-training

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.490766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:247639ed96f7bb2ea9de4494af8532d2474c5dc880a4cc6b5f3dfd714b74ea3a

Observation b3d414ea-a900-44e7-b7cd-f0caca6ec8fa · outbound

This paper cites IEEE Access13, 18912–18936 (2025), https://ieeexplore.ieee.org/abstract/document/10849561.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models IEEE Access13, 18912–18936 (2025), https://ieeexplore.ieee.org/abstract/document/10849561

Reference 35

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T10:11:14.072678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:d478c25c57a140823385cc9de298c99b2ac2f305c657f3f5ea3167f3e38eef36

Observation 94f022a3-7b9c-42d8-9c5e-a106d3637f42 · outbound

This paper cites Explainable goal-driven agents and robots-a comprehensive review.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Explainable goal-driven agents and robots-a comprehensive review

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.487208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ea51e89aaa1875cca99ff45df3c15f1c3378f9b72a1518f819a02e41325332d6

Observation 3bc9b866-e1b7-4666-b44e-44d7cfc2599e · outbound

This paper cites Modelling social action for AI agents.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Modelling social action for AI agents

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.482858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:515e48cb386deb9ce8ecfdce0c691fb149236a47c7559ecba4f5a3dba54c7229

Observation 5a10d131-d0b8-4cb2-9bdd-3b501ba8090f · outbound

This paper cites Is It an agent, or just a program?: A taxonomy for autonomous agents.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Is It an agent, or just a program?: A taxonomy for autonomous agents

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.479125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:d625e4755e44a05bbad7e2db9bface8f1f7526156063bee2926f820a3a684ac0

Observation 779a6b47-8e93-44ed-b897-81c00e27aa0f · outbound

This paper cites Agentic AI: A Conceptual Taxonomy, Applications and Challenges.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Agentic AI: A Conceptual Taxonomy, Applications and Challenges

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.022937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:e2bd6bcb64e06f223b425b085699170283e758545873168594d85e724161968a

Observation 3ab74534-06db-470e-bc06-1cb7ae19d5b8 · outbound

This paper cites Knowledge engineering: Principles and methods.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Knowledge engineering: Principles and methods

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.474817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ca1fd8670bfb4729fe9ea7d2c01bc51e7c2c1c8d3362256ff6810528e1419f60

Observation cf9be79c-233d-490c-a9d3-ae77a8570bf1 · outbound

This paper cites Shapes constraint language (SHACL).

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Shapes constraint language (SHACL)

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.470878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:87ea0bb707841487ac66e9924565d01d1fe4f9451df45da33cf0b28e573780bb

Observation 136424bc-5986-4cf7-a5de-6b79048175f5 · outbound

This paper cites Available: https://www.w3.org/TR/shacl/.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Available: https://www.w3.org/TR/shacl/

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.466747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:f2c00a874b48f7010d53d04d88c73041e78c6d2fb2c62806edec97af93162d9b

Observation f660e3ad-c0a0-4d54-bc48-d14bea0dbfff · outbound

This paper cites Knowledge graph quality management with SHACL.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Knowledge graph quality management with SHACL

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.463353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:993cf7a58d3305240fc64b7f249c820527a3fdd3f744ea3462b52de90586c3d8

Observation 9bd75c68-a9ec-4a65-a14a-f5f78847b70f · outbound

This paper cites Rabbani, M.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Rabbani, M

Reference 44

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T10:11:13.686074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:6bd6bdfe58b6dd4d77b01285702413a162eed4112a4c51dc1c585aea8714c03d

Observation 994302ea-cf08-4cf5-bb6e-38dbdb5a3ce2 · outbound

This paper cites UCO: a unified cybersecurity ontology.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models UCO: a unified cybersecurity ontology

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.459992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:653199da02e0f1a617beead390b4523b9a2c3449f777c7f472166b0a2e5ef2f1

Observation 01b76d9c-e8a5-4434-9b16-b67809f01e14 · outbound

This paper cites Standardizing cyber threat intelligence information with the structured threat information eXpression (STIX).

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Standardizing cyber threat intelligence information with the structured threat information eXpression (STIX)

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.456667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:102520e8f421b768f423aa457f80f83045a1e1f45126539d25fcd65369e2f6e7

Observation 1194d342-5d3a-4d3a-beab-ea55a3536e10 · outbound

This paper cites Building an ontology of cyber security.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Building an ontology of cyber security

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.452953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:c7ca64bca048f79d8fefedb1ffde244e2275d1fb1ef4eb712c43645cc2a842e4

Observation 3f3aa9fe-be56-456b-a5a6-f0af70e96891 · outbound

This paper cites MISP: The malware information sharing platform.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models MISP: The malware information sharing platform

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.449042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:35b57a8a481aaf8d94e9839834e3348d10d48d1139df2ec7f0b6d6795152163a

Observation 3242e26c-d658-4db9-8f61-169d56101495 · outbound

This paper cites Extending the Y AGO2 knowledge graph with precise geospatial knowledge.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Extending the Y AGO2 knowledge graph with precise geospatial knowledge

Reference 49

Resolution
verified exact
doi, observed 2026-05-18T10:11:13.656004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:26c64ad8aa8d5d1b09490f5dfcb2e68d0e44ade4e3c91dd1951ef6ed10976d9c

Observation 09c8ac6b-2123-4327-97cc-ef7016b0350a · outbound

This paper cites LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.018039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ee5ee01f6f59a17d145802f941ab5e896c94993cb41209fdec6c417d48f0d14f

Observation b45a6a2b-7b72-4db8-9bc6-c4fcea8f749d · outbound

This paper cites The SLOGERT Framework for Automated Log Knowledge Graph Construction.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models The SLOGERT Framework for Automated Log Knowledge Graph Construction

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.445454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:6b5a34561b027df0ba97dfb64becbb538e1295bcd09b17727842881d84404a42

Observation 4270689c-ec4d-4266-a70a-193301257ccd · outbound

This paper cites KRYSTAL: Knowledge graph-based framework for tactical attack discovery in audit data.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models KRYSTAL: Knowledge graph-based framework for tactical attack discovery in audit data

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.441557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:e5834c2c68b654a6a142ca62975d325029382dd6555b701d21210d7a5e172bd9

Observation 712edf0e-be85-4148-8e04-0a3e0422275d · outbound

This paper cites LogPr ´ecis: Unleashing language models for automated malicious log analysis: Pr ´ecis: A concise summary of essential points, statements, or facts.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models LogPr ´ecis: Unleashing language models for automated malicious log analysis: Pr ´ecis: A concise summary of essential points, statements, or facts

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.437666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:0b728ba1cceeaf57e3db838eab0e189255613aecc942976ef7973a2573cdd7f7

Observation 6a1be198-1f67-4f23-8fd8-66702ae07f8c · outbound

This paper cites CyKG-RAG: Towards knowledge-graph enhanced retrieval aug- mented generation for cybersecurity.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models CyKG-RAG: Towards knowledge-graph enhanced retrieval aug- mented generation for cybersecurity

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.433554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:8a2f2ce15171b3ecbd46558b888ff648f6448af8b23d88482cbcd966e62b2df7

Observation 989a7876-ad75-4fea-9e51-4ea70ab1bef3 · outbound

This paper cites The use of MMR, diversity-based reranking for reordering documents and pro- ducing summaries.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models The use of MMR, diversity-based reranking for reordering documents and pro- ducing summaries

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T10:11:15.430200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:d05061ee79b34a6a2c95ab9e93ea4d62942e05eab502f437e38df11b1a26d386

Observation a1fd2abb-b347-446c-9afc-0ab9531788ca · outbound

This paper cites mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval

Reference 56

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T10:11:14.008671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:1de7c1a67add2985f6f5ff5913f5140f0a562ef1798dc9a3bf5c72af04937aea

Observation 9809b156-7517-41c2-83ee-2d72aa7dde0f · outbound

This paper cites ML-Schema: Exposing the Semantics of Machine Learning with Schemas and Ontologies.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models ML-Schema: Exposing the Semantics of Machine Learning with Schemas and Ontologies

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.037150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:8045979c8462a3200494e1428bb3239defb0f5ff52d7cbe89f996e37509d2bfd

Observation 3f5828a3-4a97-4d7e-acc2-6b66459574f5 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 58

Resolution
malformed identifier
local_arxiv, observed 2026-05-18T10:11:14.059288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:ae2b325cac4ad6e8b7cee702aeb1837108020db7fec069a02b58b33bbc9d8add

Observation 95457f9b-2205-4ff7-921a-e28354634336 · outbound

This paper cites AIT Log Data Set V2.0.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models AIT Log Data Set V2.0

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:11:14.068116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:e45e6c940a270c68ac7ce2cf7985c911d73fdaee8cc85c37fa88ac7392b75c13

Observation 285e87c0-76cd-4282-abfb-b41610cb50b4 · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-05-18T10:11:14.032033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T10:09:08.307199Z digest=sha256:9c14e6f0f9e1bd26453a4dfcca041206afad2ce6d803c682f1bcc20bcf8d33b5

Pith citing papers

Observation 6ef33b76-05e0-433a-b5a9-54b2120d4d9e · inbound

Just Testing, Move Along: Evasion of LLM-based System Log Interpretation by Prompt Injection cites this paper.

Just Testing, Move Along: Evasion of LLM-based System Log Interpretation by Prompt Injection OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-31T22:00:18.715644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T22:00:18.715644Z digest=sha256:500a57db3e13baf7a587026fc6b4c7ccc0dbb194462a20bf2ab16ea3db43e1f9