Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:13:09.368242Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2507.16576.
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 2026-08-06T15:13:09.368242Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9f3815ba-3b9f-42ab-a239-7b8b28b74886 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Buhti: New ransomware operation relies on repurposed payloads,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e6d0df1-49b6-4a88-bbde-54fe8ab75eec · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cranefly: Threat actor uses previously unseen techniques and tools in stealthy campaign,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d7e4fff-72a3-4a65-be5e-04e5eda2cdf1 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Introduction to stix
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 171bffea-2be0-4e29-8977-6b1035e2f6c7 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Shuckworm: Inside russia’s relentless cyber campaign against ukraine,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bde91bfc-98f9-4338-a4f5-a05a0cc63399 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Taxii - trusted automated exchange of indicator information,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 619c3f99-021d-41cb-bec1-f45f60b11de1 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cyberentrel: Joint extraction of cyber entities and relations using deep learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a40c0581-c232-403d-9871-73794110b020 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Looking beyond iocs: Automatically extracting attack patterns from external cti,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65947388-f7a5-4d0b-818d-5dd72b9c808b · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Language mod- els are few-shot learners,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73ed3dfb-27ec-4aa3-8314-65a51b39bcb1 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Sparks of Artificial General Intelligence: Early experiments with GPT-4
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8387a11-19cc-4442-be2a-5a5f7c75e9c2 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dfe9c0d3-0f54-4479-aa5f-618d2af6f4e2 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction The Use of Large Language Models (LLM) for Cyber Threat Intelligence (CTI) in Cybercrime Forums
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d6f7079-c0f3-4812-ac34-1d638dcc81bb · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e4a1c3a8-8923-4ab7-a392-c2302feefdf1 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4481b4dc-9406-4d1f-8392-35e85e0e0c23 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 607be1bf-60b4-4b5f-8a16-fd1ff5b78377 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction A system for automated open-source threat intelligence gathering and management,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 017de4b3-804f-41f1-b350-bd8d284454d0 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Enabling efficient cyber threat hunting with cyber threat intelligence,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e7866c9a-f44d-4d00-a27a-260992df9eae · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction V oice of the soc analyst,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b69950ae-44c4-481d-a584-e86991bd7649 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction LoRA: Low-Rank Adaptation of Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4784203d-9c1a-473a-ad48-3f9ff442bbf6 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Ctikg: Llm-powered knowledge graph construc- tion from cyber threat intelligence,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 50222e40-58d1-46ce-91ce-1cf2391f0f46 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Ttpdrill: Automatic and accurate extraction of threat actions from unstructured text of cti sources,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42eac30e-391f-48d9-8ad9-48d0883e4576 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Stixgen - a novel framework for automatic generation of structured cyber threat information,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3a8b1a92-c95a-4775-9890-138b3f8a08c9 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction A knowledge base question answering system for cyber threat knowledge acquisition,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9ad47a9-cae7-4f61-80e1-c66f4e01d538 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Sharing cyber threat intelligence: Does it really help?
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 360dffa3-a6d3-4854-a08a-01f4182344f9 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Ttpxhunter: Actionable threat intelligence extraction as ttps form finished cyber threat reports,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5b4262e-198c-493c-9f97-2302212757cd · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Semantic ranking for automated adversarial technique annotation in security text,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 49471cca-cddd-4033-80bd-2281a2b57dea · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c12b551-6b8d-416c-bb89-521e8f146922 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Automated Retrieval of ATT&CK Tactics and Techniques for Cyber Threat Reports
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aa023f7-ce55-4a16-b492-c8fa4bb7667d · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Mirai variant v3g4 targets iot devices,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 133d98e9-6d0c-456d-b728-085a792c6718 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e3c43a0f-afc5-4f96-85dd-f6564e69f0ac · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8afe7bdf-ac53-46f0-af9b-938c89e0a8b6 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Large language models are un- reliable for cyber threat intelligence,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0e4000e-5829-48b2-8b38-2797bce140e1 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction LLMs in Biomedicine: A study on clinical Named Entity Recognition
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cf6a2d6-5e4c-4421-8a72-481426bff58a · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Noise contrastive estimation- based matching framework for low-resource security attack pattern recognition,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43828c0b-cbe6-43e0-b19b-dd70fab7a81f · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Automatic genera- tion of maec and stix standards for android malware threat intelligence,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3e9152d9-0278-4704-ad34-91e5f50ceded · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Project, MISP - Malware Information Sharing Platform & Threat Sharing , 2023, accessed: March 22, 2025
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 71a1ce6c-de8d-45eb-9a7d-5f39b77ae35b · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Project, STIX - Structured Threat Information Expression , 2023, accessed: March 22, 2025
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79c09b2f-e219-48a3-96bb-ab7495e99c37 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction TTPXHunter: Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 92d5552c-ee35-4b94-830c-1d3e89b3d656 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cskg4apt: A cy- bersecurity knowledge graph for advanced persistent threat organization attribution,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 408b2171-4dd9-4526-a119-5f9b29b63d3c · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Extractor: Extracting attack behavior from threat reports,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5dc2b056-79ab-46c8-a3ca-4d8ea4defc4c · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction BERT Rediscovers the Classical NLP Pipeline
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2be6bd3d-ab08-41b9-865f-7a914e03a04f · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cti ant: Hunting for chinese threat intelligence,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f4b8b303-095c-49a9-b9a7-4ea5554e9c31 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Knowcti: Knowledge-based cyber threat intelligence entity and relation extrac- tion,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a4e1f564-f68f-4335-a5a3-0743461574db · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction GPT-NER: Named Entity Recognition via Large Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49c70466-7764-4763-8c9b-48d5af18fa47 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Intelex: A llm-driven attack-level threat intelligence extraction framework,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b96e0c39-f8c0-4dce-916a-dcd3ec579a17 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Tim: threat context-enhanced ttp intelligence mining on unstructured threat data,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0a3a57f0-c5a3-4c5c-bd45-5a533356aecd · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Gliner: Generalist model for named entity recognition using bidirectional transformer,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0bc04cbf-a544-4627-8c33-053dba76bd44 · outbound
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Itirel: Joint entity and relation extraction for internet of things threat intelligence,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.