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Paper Citation Record · LEDGER

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

As of 9 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.

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 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.397724Z digest=sha256:0ed666591f64427e17c9668d442483ea9a277e9dfb6d1eb1f1501c11cf9df610

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.453111Z digest=sha256:98465cd80160530e1bf78f73d4bf89cf7407b6d0826ab7a961a4799ac5ca7cff

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.535641Z digest=sha256:574db76ab8df5fd6359d61af79cee9a924f32e309122e324668521fd03413fd8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.636248Z digest=sha256:b6bf120fb2f65bf09c248bca50d8d79dfcd1bca4b3ea6a53c45d9eaef90b893b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.732384Z digest=sha256:7fee65d58f26367929b81e8eb9a9daf1fcb48985bc579b76c6d9a2303e354334

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.816280Z digest=sha256:6e200fde109c0430ed1d8369bb0130156b66b5953bb554a894affb72156501b0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:03.929763Z digest=sha256:531179cacff5fa6dd6d234fde04726aef62a4eed5b7e7bae0791aa0d44029fa7

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.

source=pdf_text observed=2026-08-06T15:13:04.011097Z digest=sha256:75fee365799d63b824395c2fb476032325badd97719605455c0f22b467cf6956

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.

source=pdf_text observed=2026-08-06T15:13:04.038648Z digest=sha256:b594ac9715cc425c2fc206a6ef83ccc5aeab19e6e3487a0bb9a1797526b1797b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:04.136383Z digest=sha256:108364e9d001f155154f574ddb8d9eca2ec21b83d278ef266e6627363aa8b67d

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.

source=pdf_text observed=2026-08-06T15:13:04.270509Z digest=sha256:d5a28b5ebffa6f54b58f7163d50ee7b0c797aa7c23490fa24cc99a2b75a8a24d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:04.430281Z digest=sha256:a7c5326c3a443ee46add355baa56c106cbf27e41137758ac59cc04cadd8e1942

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.

source=pdf_text observed=2026-08-06T15:13:04.620013Z digest=sha256:77ff6550bf8b38b52706565d477b662bf2205f2be4d45425586cb322fc0f9927

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.

source=pdf_text observed=2026-08-06T15:13:04.846238Z digest=sha256:f571c260f69137667ffa9d2cccd90b09adc269988cdc3b002bdd6fd66a881d7b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:05.012648Z digest=sha256:5b680c058aed9f96845a28b4c368145bbe2321fa0cab10c816b73f804aeaa174

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:05.156875Z digest=sha256:366fe0195bec59c5ba24fb57c4f22fdf88ad79e9d9d298f99980b330c98ac170

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:05.326448Z digest=sha256:6ebeacf10fce374c43ebf76a6998e8ca740827003c66176a48f5b1f80fab38dc

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.

source=pdf_text observed=2026-08-06T15:13:05.543579Z digest=sha256:59910bec87e85b58c01a417bc73ec06f779af3c044c12aba881b7e301c11c290

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:05.702207Z digest=sha256:d71f2ca0712c08aa5e69e7d30ed0d24ab219d09dfb5d14c1117e39c0e0a48e8d

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.

source=pdf_text observed=2026-08-06T15:13:05.922049Z digest=sha256:572803ad0153a43cf1352b3458862f9b2681765550fccfcf9d336e0182496bd4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:06.152983Z digest=sha256:3e3599178e02762ac8277e431d42f2b2cfc2e95686e913218acf46bff56275d9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:06.291966Z digest=sha256:38de7b053bb59ec4d09fb025ca700fdfd35d131a274a09f639e544c4dc6ad95a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:06.535156Z digest=sha256:a12206281754704f81f7769fe5f6c70b8c6f737f0775c8fc76e7b22014a12cea

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:06.715249Z digest=sha256:9f44963146f3fa052cd8c9abbe85311c2b4649256a3208796ec728fd6f53962c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:06.869430Z digest=sha256:e36ec762b59c1bd3139362fff442fd804ebc2225824c323466bae3187d5e9ed4

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.

source=pdf_text observed=2026-08-06T15:13:07.091953Z digest=sha256:39b90532b50bd508115df4304c666b0c76b07f6b4fd6403d5568af9751913bf2

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.

source=pdf_text observed=2026-08-06T15:13:07.246473Z digest=sha256:591f4834c786714e8feed6432f44aeb46ea0c826425bf5580a26fdcf552aa41d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:07.378573Z digest=sha256:f02d8c2ea571a7b01b727dfe740cf66deb2947641f74c069a4e21af342e03a10

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:07.527145Z digest=sha256:3ee768a4a461c23db256caf33ab4019a34aa6759dc3c0c3c9f8872018a1b12fa

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:07.609975Z digest=sha256:8e3cbb3e4c8df98eefac07f1e997c3ea2f5bd3eb79c49b0082a6146ed4198d46

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:07.708339Z digest=sha256:29324b9150c38bb992a4b855f1ba4eb26f3995c48d212b2208bab5258c9817d5

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.

source=pdf_text observed=2026-08-06T15:13:07.798560Z digest=sha256:7a771f339e725a58daf644a4dc77f6fae322f3f5eb669ba5bb75e740ae56b334

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:07.887127Z digest=sha256:46efc420f55327db0ba677e9ff197bdf77d1ab6bd8ffb3ea0b0745c9dc022a5b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.043518Z digest=sha256:721305ac7e995f487759fd95098002b9f6778f806d127f972fc0c4ebaa7a7d83

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.156612Z digest=sha256:303394a41141533195160161f935b49424398258d1ad9ee347b9995ffb5a3246

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.261686Z digest=sha256:fb3756a10ac97d5afc82c0a90cd7e63de71c6b6c11df2827cdfe68de3b8e8257

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.372304Z digest=sha256:a34cb542f97bfea7a053f197ff07b2b36cf94c25eda3f6f725658ad459af3c25

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.492560Z digest=sha256:6d7ce7fbf8d2ae083dbb83b687f1c975f5f84378363c6beb1e38496654e08100

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.540005Z digest=sha256:7cce0091cb8dc3677685526d018c46dd150bd277d1185afd4a9f865921469252

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.

source=pdf_text observed=2026-08-06T15:13:08.656589Z digest=sha256:947fd0a7bbda6e7a07277ab7c1f4f26fb66a31e295b6f0fa437e7d5c0d6a0a4f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.748444Z digest=sha256:ec1a6622ea25cf4378c7bdff35b025c03bf32f03f4c890fa1ea4e92cca511823

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:08.848764Z digest=sha256:462878e0e64df2e5e1aa9617db9ed0d0213224237f8e8f8071aca09b8e94e08e

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.

source=pdf_text observed=2026-08-06T15:13:08.986194Z digest=sha256:8c889c5d2dfe2f23e69ddd3213f5f094d2b1465e9862d00c204060cf4cfcf19f

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.

source=pdf_text observed=2026-08-06T15:13:09.070457Z digest=sha256:e84f26a83a7b98794db7be68968eb2cb520e1d5b629e08dd901a7b44814f67df

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:09.148530Z digest=sha256:40c3a5561f137d7c077a2d0f8c8660eb4d0a4628d6adcfbc828902c6b5426cd8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:09.251058Z digest=sha256:814901d466524f78e217f8a32ff518a736560a85fc704298532f285115ae61fd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:13:09.368242Z digest=sha256:1b087160daba99af7f2c55662d8eb852aa8e157510d8a38831bd6b4efbce7135

Pith citing papers

No inbound Pith citation observations are available.