Paper Citation Record · LEDGER

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction

As of 17 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2507.16576.

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

pith.paper-citation-record.v1
2507.16576 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:13:09.368242Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:04:21.444919Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T21:04:23.204861Z

Reference resolution

47 of 47 outbound references displayed

verified exact4
verified fuzzy28
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f3815ba-3b9f-42ab-a239-7b8b28b74886 · outbound

This paper cites Buhti: New ransomware operation relies on repurposed payloads,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Buhti: New ransomware operation relies on repurposed payloads,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.752152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1e6d0df1-49b6-4a88-bbde-54fe8ab75eec · outbound

This paper cites Cranefly: Threat actor uses previously unseen techniques and tools in stealthy campaign,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.734361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0d7e4fff-72a3-4a65-be5e-04e5eda2cdf1 · outbound

This paper cites Introduction to stix.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Introduction to stix

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.715615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 171bffea-2be0-4e29-8977-6b1035e2f6c7 · outbound

This paper cites Shuckworm: Inside russia’s relentless cyber campaign against ukraine,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Shuckworm: Inside russia’s relentless cyber campaign against ukraine,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.696966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bde91bfc-98f9-4338-a4f5-a05a0cc63399 · outbound

This paper cites Taxii - trusted automated exchange of indicator information,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Taxii - trusted automated exchange of indicator information,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.679937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 619c3f99-021d-41cb-bec1-f45f60b11de1 · outbound

This paper cites Cyberentrel: Joint extraction of cyber entities and relations using deep learning,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cyberentrel: Joint extraction of cyber entities and relations using deep learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.661532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a40c0581-c232-403d-9871-73794110b020 · outbound

This paper cites Looking beyond iocs: Automatically extracting attack patterns from external cti,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Looking beyond iocs: Automatically extracting attack patterns from external cti,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.638180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65947388-f7a5-4d0b-818d-5dd72b9c808b · outbound

This paper cites Language mod- els are few-shot learners,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Language mod- els are few-shot learners,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:04.011097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ed3dfb-27ec-4aa3-8314-65a51b39bcb1 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:04.038648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8387a11-19cc-4442-be2a-5a5f7c75e9c2 · outbound

This paper cites an unresolved cited work.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:13:10.595659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dfe9c0d3-0f54-4479-aa5f-618d2af6f4e2 · outbound

This paper cites The Use of Large Language Models (LLM) for Cyber Threat Intelligence (CTI) in Cybercrime Forums.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:04.270509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d6f7079-c0f3-4812-ac34-1d638dcc81bb · outbound

This paper cites AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset.

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

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:13:10.123047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e4a1c3a8-8923-4ab7-a392-c2302feefdf1 · outbound

This paper cites CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:04.620013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4481b4dc-9406-4d1f-8392-35e85e0e0c23 · outbound

This paper cites ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:04.846238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 607be1bf-60b4-4b5f-8a16-fd1ff5b78377 · outbound

This paper cites A system for automated open-source threat intelligence gathering and management,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction A system for automated open-source threat intelligence gathering and management,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.577092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 017de4b3-804f-41f1-b350-bd8d284454d0 · outbound

This paper cites Enabling efficient cyber threat hunting with cyber threat intelligence,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Enabling efficient cyber threat hunting with cyber threat intelligence,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.561729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7866c9a-f44d-4d00-a27a-260992df9eae · outbound

This paper cites V oice of the soc analyst,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction V oice of the soc analyst,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.543747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b69950ae-44c4-481d-a584-e86991bd7649 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction LoRA: Low-Rank Adaptation of Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:05.543579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4784203d-9c1a-473a-ad48-3f9ff442bbf6 · outbound

This paper cites Ctikg: Llm-powered knowledge graph construc- tion from cyber threat intelligence,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Ctikg: Llm-powered knowledge graph construc- tion from cyber threat intelligence,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.526131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 50222e40-58d1-46ce-91ce-1cf2391f0f46 · outbound

This paper cites Ttpdrill: Automatic and accurate extraction of threat actions from unstructured text of cti sources,.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:05.922049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42eac30e-391f-48d9-8ad9-48d0883e4576 · outbound

This paper cites Stixgen - a novel framework for automatic generation of structured cyber threat information,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.508355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3a8b1a92-c95a-4775-9890-138b3f8a08c9 · outbound

This paper cites A knowledge base question answering system for cyber threat knowledge acquisition,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction A knowledge base question answering system for cyber threat knowledge acquisition,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.486183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e9ad47a9-cae7-4f61-80e1-c66f4e01d538 · outbound

This paper cites Sharing cyber threat intelligence: Does it really help?.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Sharing cyber threat intelligence: Does it really help?

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.464012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 360dffa3-a6d3-4854-a08a-01f4182344f9 · outbound

This paper cites Ttpxhunter: Actionable threat intelligence extraction as ttps form finished cyber threat reports,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.447594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e5b4262e-198c-493c-9f97-2302212757cd · outbound

This paper cites Semantic ranking for automated adversarial technique annotation in security text,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Semantic ranking for automated adversarial technique annotation in security text,

Reference 25

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:13:09.930685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 49471cca-cddd-4033-80bd-2281a2b57dea · outbound

This paper cites AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:07.091953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c12b551-6b8d-416c-bb89-521e8f146922 · outbound

This paper cites Automated Retrieval of ATT&CK Tactics and Techniques for Cyber Threat Reports.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:07.246473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aa023f7-ce55-4a16-b492-c8fa4bb7667d · outbound

This paper cites Mirai variant v3g4 targets iot devices,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Mirai variant v3g4 targets iot devices,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.430162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 133d98e9-6d0c-456d-b728-085a792c6718 · outbound

This paper cites Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.412907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3c43a0f-afc5-4f96-85dd-f6564e69f0ac · outbound

This paper cites Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,

Reference 30

Resolution: verified exact; doi, observed 2026-08-06T15:13:09.422693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8afe7bdf-ac53-46f0-af9b-938c89e0a8b6 · outbound

This paper cites Large language models are un- reliable for cyber threat intelligence,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Large language models are un- reliable for cyber threat intelligence,

Reference 31

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:13:09.764233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b0e4000e-5829-48b2-8b38-2797bce140e1 · outbound

This paper cites LLMs in Biomedicine: A study on clinical Named Entity Recognition.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction LLMs in Biomedicine: A study on clinical Named Entity Recognition

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:07.798560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cf6a2d6-5e4c-4421-8a72-481426bff58a · outbound

This paper cites Noise contrastive estimation- based matching framework for low-resource security attack pattern recognition,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.393675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 43828c0b-cbe6-43e0-b19b-dd70fab7a81f · outbound

This paper cites Automatic genera- tion of maec and stix standards for android malware threat intelligence,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.375971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e9152d9-0278-4704-ad34-91e5f50ceded · outbound

This paper cites Project, MISP - Malware Information Sharing Platform & Threat Sharing , 2023, accessed: March 22, 2025.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.356934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 71a1ce6c-de8d-45eb-9a7d-5f39b77ae35b · outbound

This paper cites Project, STIX - Structured Threat Information Expression , 2023, accessed: March 22, 2025.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Project, STIX - Structured Threat Information Expression , 2023, accessed: March 22, 2025

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.336151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 79c09b2f-e219-48a3-96bb-ab7495e99c37 · outbound

This paper cites TTPXHunter: Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports.

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

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:13:09.630078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 92d5552c-ee35-4b94-830c-1d3e89b3d656 · outbound

This paper cites Cskg4apt: A cy- bersecurity knowledge graph for advanced persistent threat organization attribution,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.319195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 408b2171-4dd9-4526-a119-5f9b29b63d3c · outbound

This paper cites Extractor: Extracting attack behavior from threat reports,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Extractor: Extracting attack behavior from threat reports,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.297969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5dc2b056-79ab-46c8-a3ca-4d8ea4defc4c · outbound

This paper cites BERT Rediscovers the Classical NLP Pipeline.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction BERT Rediscovers the Classical NLP Pipeline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:08.656589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be6bd3d-ab08-41b9-865f-7a914e03a04f · outbound

This paper cites Cti ant: Hunting for chinese threat intelligence,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Cti ant: Hunting for chinese threat intelligence,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.274024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f4b8b303-095c-49a9-b9a7-4ea5554e9c31 · outbound

This paper cites Knowcti: Knowledge-based cyber threat intelligence entity and relation extrac- tion,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Knowcti: Knowledge-based cyber threat intelligence entity and relation extrac- tion,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.248398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a4e1f564-f68f-4335-a5a3-0743461574db · outbound

This paper cites GPT-NER: Named Entity Recognition via Large Language Models.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction GPT-NER: Named Entity Recognition via Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:08.986194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c70466-7764-4763-8c9b-48d5af18fa47 · outbound

This paper cites Intelex: A llm-driven attack-level threat intelligence extraction framework,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Intelex: A llm-driven attack-level threat intelligence extraction framework,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:09.070457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96e0c39-f8c0-4dce-916a-dcd3ec579a17 · outbound

This paper cites Tim: threat context-enhanced ttp intelligence mining on unstructured threat data,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Tim: threat context-enhanced ttp intelligence mining on unstructured threat data,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.227455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0a3a57f0-c5a3-4c5c-bd45-5a533356aecd · outbound

This paper cites Gliner: Generalist model for named entity recognition using bidirectional transformer,.

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction Gliner: Generalist model for named entity recognition using bidirectional transformer,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.207734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0bc04cbf-a544-4627-8c33-053dba76bd44 · outbound

This paper cites Itirel: Joint entity and relation extraction for internet of things threat intelligence,.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:13:10.190006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation d08eac69-6b83-4066-a9cc-4e463c799f12 · inbound

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence cites this paper.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:04:23.244650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.