{"as_of":"2026-08-08T04:03:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d1645cb932a19446ebeebd9fc3082a1e0e52d7fbf253cd0efa9c8e3293fbc1bd","coverage":[{"denominator":47,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":47,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T15:13:09.368242Z","state":"measured"},{"denominator":47,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":47,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2507.16576/citation-record","integrity":"/paper/2507.16576/integrity","json":"/paper/2507.16576/citation-record.json","paper":"/paper/2507.16576"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.745948Z","title":"Buhti: New ransomware operation relies on repurposed payloads,","venue":null,"work_id":"ad08746b-0d80-4158-a216-7c7923bfdc94","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.397724Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:3424ea406fce9cc3ae75b761c08e0a489f68784356c22e0805bac9987f2eabce","observation_id":"9f3815ba-3b9f-42ab-a239-7b8b28b74886","resolution":{"observed_at":"2026-08-06T15:13:10.752152Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.729544Z","title":"Cranefly: Threat actor uses previously unseen techniques and tools in stealthy campaign,","venue":null,"work_id":"d5e07fc8-afba-4c6e-83bf-7d96c43fef0b","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.453111Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:2f9ecd566aa97a968de3e43cb769f42c11861f88564508c2c53b667c2ed9e879","observation_id":"1e6d0df1-49b6-4a88-bbde-54fe8ab75eec","resolution":{"observed_at":"2026-08-06T15:13:10.734361Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.709582Z","title":"Introduction to stix","venue":null,"work_id":"6bf4a2fe-d832-4366-9730-f46f139c87c9","year":null},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.535641Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:d0fba157a2bf1d8b6ddb0a1f2f1f889b1575d61257ed267bbf07aa539bab0637","observation_id":"0d7e4fff-72a3-4a65-be5e-04e5eda2cdf1","resolution":{"observed_at":"2026-08-06T15:13:10.715615Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.692227Z","title":"Shuckworm: Inside russia’s relentless cyber campaign against ukraine,","venue":null,"work_id":"b4e076fc-0e01-4287-9c04-ac63c13d84c6","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.636248Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:9627d9e8b168f7070a4958dff401283d67d34e0c0f3f05e8f8fcdfc80eaa4188","observation_id":"171bffea-2be0-4e29-8977-6b1035e2f6c7","resolution":{"observed_at":"2026-08-06T15:13:10.696966Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.673193Z","title":"Taxii - trusted automated exchange of indicator information,","venue":null,"work_id":"a71509ad-9ce6-4e87-aade-f71b4da28506","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.732384Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:33faa1ac583b886747cea8fb8fd52bbd32e7ef2a4a4c7996207e9c5733497444","observation_id":"bde91bfc-98f9-4338-a4f5-a05a0cc63399","resolution":{"observed_at":"2026-08-06T15:13:10.679937Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.654576Z","title":"Cyberentrel: Joint extraction of cyber entities and relations using deep learning,","venue":null,"work_id":"92a9a866-fc79-485a-acd2-836f0caa6611","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.816280Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:17b74f57e24f06b52472e84a172c0db292e93be6418f918e523397b005df9ebf","observation_id":"619c3f99-021d-41cb-bec1-f45f60b11de1","resolution":{"observed_at":"2026-08-06T15:13:10.661532Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.630953Z","title":"Looking beyond iocs: Automatically extracting attack patterns from external cti,","venue":null,"work_id":"27619e76-dbbd-4de8-9d88-2f4a39d97c4f","year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:03.929763Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:d9818db87d0dceaafa5866237eb70c52185870a85a55df41c00ba5a54b758704","observation_id":"a40c0581-c232-403d-9871-73794110b020","resolution":{"observed_at":"2026-08-06T15:13:10.638180Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:04.011097Z","title":"Language mod- els are few-shot learners,","venue":null,"work_id":null,"year":1901},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.011097Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:75fee365799d63b824395c2fb476032325badd97719605455c0f22b467cf6956","observation_id":"65947388-f7a5-4d0b-818d-5dd72b9c808b","resolution":{"observed_at":"2026-08-06T15:13:04.011097Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.12712","last_updated":"2023-04-13T20:41:31Z","snapshot_observed_at":"2026-08-03T04:49:15.195814Z","submitted_at":"2023-03-22T16:51:28Z","title":"Sparks of Artificial General Intelligence: Early experiments with GPT-4","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.12712","snapshot_observed_at":"2026-08-06T15:13:04.038648Z","title":"Sparks of artificial general intelligence: Early experiments with gpt-4,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.038648Z"},"links":{"cited_paper":"/paper/2303.12712","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:b594ac9715cc425c2fc206a6ef83ccc5aeab19e6e3487a0bb9a1797526b1797b","observation_id":"73ed3dfb-27ec-4aa3-8314-65a51b39bcb1","resolution":{"observed_at":"2026-08-06T15:13:04.038648Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.589564Z","title":null,"venue":null,"work_id":"b688969a-677a-45c6-9113-9e5757d8c6d7","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.136383Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:daa95c7840abc81d3d08c776fd379110d28a5ac0911d5b989ec797a21bb6db34","observation_id":"d8387a11-19cc-4442-be2a-5a5f7c75e9c2","resolution":{"observed_at":"2026-08-06T15:13:10.595659Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03354","last_updated":"2024-10-01T15:41:22Z","snapshot_observed_at":"2026-07-06T18:57:35.353383Z","submitted_at":"2024-08-06T09:15:25Z","title":"The Use of Large Language Models (LLM) for Cyber Threat Intelligence (CTI) in Cybercrime Forums","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03354","snapshot_observed_at":"2026-08-06T15:13:04.270509Z","title":"The use of large language models (llm) for cyber threat intelligence (cti) in cybercrime forums,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.270509Z"},"links":{"cited_paper":"/paper/2408.03354","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:3deb99d0f11c9b72d04ea1f729a3c52d2ad3982cf0deae0de2340fc65025ff43","observation_id":"dfe9c0d3-0f54-4479-aa5f-618d2af6f4e2","resolution":{"observed_at":"2026-08-06T15:13:04.270509Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.05149","last_updated":"2024-08-09T16:10:35Z","snapshot_observed_at":"2026-07-06T18:58:56.504337Z","submitted_at":"2024-08-09T16:10:35Z","title":"AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset","version":1},"cited_work":{"arxiv_id":"2408.05149","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.05149","snapshot_observed_at":"2026-08-06T15:13:10.117415Z","title":"AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset","venue":"cs.CR","work_id":"aef9b68b-93dd-4615-8c2f-a794a5f21906","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.430281Z"},"links":{"cited_paper":"/paper/2408.05149","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:20d0e7a5abc56ba2a5af8ddf90f2b24db28e93760a302346c4498ac7af9214b7","observation_id":"3d6f7079-c0f3-4812-ac34-1d638dcc81bb","resolution":{"observed_at":"2026-08-06T15:13:10.123047Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2504.05866","last_updated":"2025-04-08T09:47:15Z","snapshot_observed_at":"2026-08-07T16:07:36.494902Z","submitted_at":"2025-04-08T09:47:15Z","title":"CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.05866","snapshot_observed_at":"2026-08-06T15:13:04.620013Z","title":"Cti-hal: A human-annotated dataset for cyber threat intelligence anal- ysis,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.620013Z"},"links":{"cited_paper":"/paper/2504.05866","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:77ff6550bf8b38b52706565d477b662bf2205f2be4d45425586cb322fc0f9927","observation_id":"e4a1c3a8-8923-4ab7-a392-c2302feefdf1","resolution":{"observed_at":"2026-08-06T15:13:04.620013Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.10388","last_updated":"2024-10-30T21:04:34Z","snapshot_observed_at":"2026-07-06T14:33:03.656499Z","submitted_at":"2022-12-20T16:13:59Z","title":"ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.10388","snapshot_observed_at":"2026-08-06T15:13:04.846238Z","title":"Threatkg: A threat knowledge graph for automated open- source cyber threat intelligence gathering and management,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:04.846238Z"},"links":{"cited_paper":"/paper/2212.10388","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:f571c260f69137667ffa9d2cccd90b09adc269988cdc3b002bdd6fd66a881d7b","observation_id":"4481b4dc-9406-4d1f-8392-35e85e0e0c23","resolution":{"observed_at":"2026-08-06T15:13:04.846238Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.572635Z","title":"A system for automated open-source threat intelligence gathering and management,","venue":null,"work_id":"a373d8f6-63a7-48f9-b026-459013596bdb","year":2021},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.012648Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:fe09aefb60cad44dd2d066eb9911f1703dc02a5f49939a734ba9689dc8631bd1","observation_id":"607be1bf-60b4-4b5f-8a16-fd1ff5b78377","resolution":{"observed_at":"2026-08-06T15:13:10.577092Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.555785Z","title":"Enabling efficient cyber threat hunting with cyber threat intelligence,","venue":null,"work_id":"ea198844-1605-4de0-87a2-95edafb0e31e","year":2021},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.156875Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:cfa8a28dd8b78144e2b5772f16fc7b005158e5a73f1b9c4df9f2df2bf0d012b4","observation_id":"017de4b3-804f-41f1-b350-bd8d284454d0","resolution":{"observed_at":"2026-08-06T15:13:10.561729Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.538846Z","title":"V oice of the soc analyst,","venue":null,"work_id":"cf81a3cd-1bb6-41f1-a60e-f2405b1c69fb","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.326448Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:48e9ca5c87ae256644084eb1487cb338d3b05d17040be4e9a327571160a35d91","observation_id":"e7866c9a-f44d-4d00-a27a-260992df9eae","resolution":{"observed_at":"2026-08-06T15:13:10.543747Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.09685","last_updated":"2021-10-16T18:40:34Z","snapshot_observed_at":"2026-08-07T07:43:16.294957Z","submitted_at":"2021-06-17T17:37:18Z","title":"LoRA: Low-Rank Adaptation of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.09685","snapshot_observed_at":"2026-08-06T15:13:05.543579Z","title":"Lora: Low-rank adaptation of large language models,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.543579Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:59910bec87e85b58c01a417bc73ec06f779af3c044c12aba881b7e301c11c290","observation_id":"b69950ae-44c4-481d-a584-e86991bd7649","resolution":{"observed_at":"2026-08-06T15:13:05.543579Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.520758Z","title":"Ctikg: Llm-powered knowledge graph construc- tion from cyber threat intelligence,","venue":null,"work_id":"1c48ebf4-6843-42cc-abb3-8ac34e9cabbe","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.702207Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:0200a2c06e55f0fde94e3deb429fc9e708447c37ccee7372d1a95b891d377dfb","observation_id":"4784203d-9c1a-473a-ad48-3f9ff442bbf6","resolution":{"observed_at":"2026-08-06T15:13:10.526131Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:05.922049Z","title":"Ttpdrill: Automatic and accurate extraction of threat actions from unstructured text of cti sources,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:05.922049Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:572803ad0153a43cf1352b3458862f9b2681765550fccfcf9d336e0182496bd4","observation_id":"50222e40-58d1-46ce-91ce-1cf2391f0f46","resolution":{"observed_at":"2026-08-06T15:13:05.922049Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.502974Z","title":"Stixgen - a novel framework for automatic generation of structured cyber threat information,","venue":null,"work_id":"2ae532da-ace2-409e-90de-978dbfe4cc97","year":2018},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:06.152983Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:50342b49c6a2bb377a1968f6c224d3a21fe1f886bb14123b68907e4f95140f69","observation_id":"42eac30e-391f-48d9-8ad9-48d0883e4576","resolution":{"observed_at":"2026-08-06T15:13:10.508355Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.479998Z","title":"A knowledge base question answering system for cyber threat knowledge acquisition,","venue":null,"work_id":"e6315b5c-7be7-465b-8330-b5afc1ecaf52","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:06.291966Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:184895771f48300a3f9ef9fcd4c550bc143b7969c09cffeb65ed605f2a16b266","observation_id":"3a8b1a92-c95a-4775-9890-138b3f8a08c9","resolution":{"observed_at":"2026-08-06T15:13:10.486183Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.459040Z","title":"Sharing cyber threat intelligence: Does it really help?","venue":null,"work_id":"e038e37b-10aa-4412-a3e0-664b625a3515","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:06.535156Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:204074fcd979c5559c2a618250a2c92f31cb152745e4affe903277b344f92682","observation_id":"e9ad47a9-cae7-4f61-80e1-c66f4e01d538","resolution":{"observed_at":"2026-08-06T15:13:10.464012Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.442193Z","title":"Ttpxhunter: Actionable threat intelligence extraction as ttps form finished cyber threat reports,","venue":null,"work_id":"c43ab986-f69e-4850-ae44-fe200df3626e","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:06.715249Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:e6a412381f5758b2672f87ce52e41811e32c7d841bbd21a792dd5fdb8821b46b","observation_id":"360dffa3-a6d3-4854-a08a-01f4182344f9","resolution":{"observed_at":"2026-08-06T15:13:10.447594Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"4737.36450","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:09.921007Z","title":"Semantic ranking for automated adversarial technique annotation in security text,","venue":null,"work_id":"d0646b80-2ca6-448b-b292-332c7eb886bd","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:06.869430Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:40f1cb1bd21e59064a9521bf85aa7e2d330b15b64c8a6969d3e120acb24b98fe","observation_id":"e5b4262e-198c-493c-9f97-2302212757cd","resolution":{"observed_at":"2026-08-06T15:13:09.930685Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.07765","last_updated":"2024-04-11T14:04:36Z","snapshot_observed_at":"2026-07-06T17:58:52.016903Z","submitted_at":"2024-04-11T14:04:36Z","title":"AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.07765","snapshot_observed_at":"2026-08-06T15:13:07.091953Z","title":"Annoctr: A dataset for detecting and linking entities, tactics, and techniques in cyber threat reports,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.091953Z"},"links":{"cited_paper":"/paper/2404.07765","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:39b90532b50bd508115df4304c666b0c76b07f6b4fd6403d5568af9751913bf2","observation_id":"49471cca-cddd-4033-80bd-2281a2b57dea","resolution":{"observed_at":"2026-08-06T15:13:07.091953Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2004.14322","last_updated":"2020-04-29T16:45:14Z","snapshot_observed_at":"2026-07-06T09:16:17.949570Z","submitted_at":"2020-04-29T16:45:14Z","title":"Automated Retrieval of ATT&CK Tactics and Techniques for Cyber Threat Reports","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2004.14322","snapshot_observed_at":"2026-08-06T15:13:07.246473Z","title":"Automated retrieval of att&ck tactics and techniques for cyber threat reports,","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.246473Z"},"links":{"cited_paper":"/paper/2004.14322","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:0cece92156659ecc33a028a8ea72ea94ab2de808ca62030891af327d7ee63961","observation_id":"0c12b551-6b8d-416c-bb89-521e8f146922","resolution":{"observed_at":"2026-08-06T15:13:07.246473Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.425266Z","title":"Mirai variant v3g4 targets iot devices,","venue":null,"work_id":"b7691f7b-3a46-4352-9a2d-d1c51694ed8c","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.378573Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:f5824f8b6b206d9c5bb2bb737831b809199229880e008569394bb31a47ecc86f","observation_id":"1aa023f7-ce55-4a16-b492-c8fa4bb7667d","resolution":{"observed_at":"2026-08-06T15:13:10.430162Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.407348Z","title":"Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,","venue":null,"work_id":"6fc61a4b-b31d-464a-b66f-5b9ec15ad8d3","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.527145Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:e9d5e782e19a95c563ff1bd07535914358cecd55d1809c4f849b8c43b32ac39d","observation_id":"133d98e9-6d0c-456d-b728-085a792c6718","resolution":{"observed_at":"2026-08-06T15:13:10.412907Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-031-17140-6","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T00:03:56.115653Z","title":"Attackg: Constructing technique knowledge graph from cyber threat intelligence reports,","venue":"Lecture notes in computer science","work_id":"7866d367-1f6b-4e4f-ba51-374529633bc7","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.609975Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:2dbbd1428adc6d8325b6423b6b585fd03fba2189df88840ef0ce6baa7b87d55e","observation_id":"e3c43a0f-afc5-4f96-85dd-f6564e69f0ac","resolution":{"observed_at":"2026-08-06T15:13:09.422693Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2503.23175","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:09.754565Z","title":"Large language models are un- reliable for cyber threat intelligence,","venue":null,"work_id":"0335e7d2-10b0-41a4-ae23-df15770218f9","year":2025},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.708339Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:8508a443194f2713337cb9b2318628e1e1e7a06ed3e18b1870b73a0da82fba82","observation_id":"8afe7bdf-ac53-46f0-af9b-938c89e0a8b6","resolution":{"observed_at":"2026-08-06T15:13:09.764233Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.07376","last_updated":"2024-07-11T05:09:30Z","snapshot_observed_at":"2026-07-06T17:58:35.401092Z","submitted_at":"2024-04-10T22:26:26Z","title":"LLMs in Biomedicine: A study on clinical Named Entity Recognition","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.07376","snapshot_observed_at":"2026-08-06T15:13:07.798560Z","title":"Llms in biomedicine: A study on clinical named entity recognition,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.798560Z"},"links":{"cited_paper":"/paper/2404.07376","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:7a771f339e725a58daf644a4dc77f6fae322f3f5eb669ba5bb75e740ae56b334","observation_id":"b0e4000e-5829-48b2-8b38-2797bce140e1","resolution":{"observed_at":"2026-08-06T15:13:07.798560Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.388283Z","title":"Noise contrastive estimation- based matching framework for low-resource security attack pattern recognition,","venue":null,"work_id":"9eaf20da-a4d2-45fe-9981-4b988c0c772c","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:07.887127Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:2caab03ba4a7d42c356adf0f3b510aaaa19f4916b6c1fd19e400974c2b4cbf90","observation_id":"7cf6a2d6-5e4c-4421-8a72-481426bff58a","resolution":{"observed_at":"2026-08-06T15:13:10.393675Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.369367Z","title":"Automatic genera- tion of maec and stix standards for android malware threat intelligence,","venue":null,"work_id":"9e0d1ef5-ecb2-4474-9197-26ea37d79c11","year":2020},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.043518Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:55364ec7d5bd13701a48081096b5635b5c2e2489fae32ba9bb41c91a24a53fc0","observation_id":"43828c0b-cbe6-43e0-b19b-dd70fab7a81f","resolution":{"observed_at":"2026-08-06T15:13:10.375971Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.352102Z","title":"Project, MISP - Malware Information Sharing Platform & Threat Sharing , 2023, accessed: March 22, 2025","venue":null,"work_id":"64a1cb5c-f379-4994-9fdb-845e76b67dc6","year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.156612Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:1ab798fa42a1ae23f7ae1fbc1862e76e2095dceaaecb33a615f643ccc72921f3","observation_id":"3e9152d9-0278-4704-ad34-91e5f50ceded","resolution":{"observed_at":"2026-08-06T15:13:10.356934Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.330919Z","title":"Project, STIX - Structured Threat Information Expression , 2023, accessed: March 22, 2025","venue":null,"work_id":"0d4924cf-f28d-490f-9de4-53fb900ebe67","year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.261686Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:183463621eed04031b1fb1fb573c1039a336e53f44e69e6a0b2d73843a22de47","observation_id":"71a1ce6c-de8d-45eb-9a7d-5f39b77ae35b","resolution":{"observed_at":"2026-08-06T15:13:10.336151Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.03267","last_updated":"2024-03-21T20:23:49Z","snapshot_observed_at":"2026-07-06T17:40:05.941911Z","submitted_at":"2024-03-05T19:04:09Z","title":"TTPXHunter: Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports","version":3},"cited_work":{"arxiv_id":"2403.03267","doi":null,"metadata_source":"pith","pith_arxiv_id":"2403.03267","snapshot_observed_at":"2026-08-06T15:13:09.622712Z","title":"TTPXHunter: Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports","venue":"cs.CR","work_id":"ecb6588a-b81c-4968-919f-9d27adc1efea","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.372304Z"},"links":{"cited_paper":"/paper/2403.03267","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:4020b0184b7a0181312094f81bc49e033490c6214d4dbf13467a5ae6f6a6720f","observation_id":"79c09b2f-e219-48a3-96bb-ab7495e99c37","resolution":{"observed_at":"2026-08-06T15:13:09.630078Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.312482Z","title":"Cskg4apt: A cy- bersecurity knowledge graph for advanced persistent threat organization attribution,","venue":null,"work_id":"26210db6-88ef-455f-b896-3d3eb4138827","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.492560Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:74108ae30437cde8b32452c4bd8e17a5ab02a4a53827116874eaebb210f514a2","observation_id":"92d5552c-ee35-4b94-830c-1d3e89b3d656","resolution":{"observed_at":"2026-08-06T15:13:10.319195Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.291967Z","title":"Extractor: Extracting attack behavior from threat reports,","venue":null,"work_id":"365beee1-4d94-4556-a87b-fd4abb0c23ca","year":2021},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.540005Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:fce919385ab2a3e704bb2eef42102a7f99fee7d91866dc9de83e3abf7ecd39e9","observation_id":"408b2171-4dd9-4526-a119-5f9b29b63d3c","resolution":{"observed_at":"2026-08-06T15:13:10.297969Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1905.05950","last_updated":"2019-08-09T15:51:47Z","snapshot_observed_at":"2026-07-06T07:53:03.268985Z","submitted_at":"2019-05-15T05:47:23Z","title":"BERT Rediscovers the Classical NLP Pipeline","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1905.05950","snapshot_observed_at":"2026-08-06T15:13:08.656589Z","title":"Bert rediscovers the classical nlp pipeline,","venue":null,"work_id":null,"year":1905},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.656589Z"},"links":{"cited_paper":"/paper/1905.05950","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:947fd0a7bbda6e7a07277ab7c1f4f26fb66a31e295b6f0fa437e7d5c0d6a0a4f","observation_id":"5dc2b056-79ab-46c8-a3ca-4d8ea4defc4c","resolution":{"observed_at":"2026-08-06T15:13:08.656589Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.267672Z","title":"Cti ant: Hunting for chinese threat intelligence,","venue":null,"work_id":"15d24fc1-fbe2-4bdc-823e-80d31339cd53","year":2020},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.748444Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:a718dbc65fa31cf3e6b274f49e1814bb8772cd2508859770d23a3f01ea3b89d8","observation_id":"2be6bd3d-ab08-41b9-865f-7a914e03a04f","resolution":{"observed_at":"2026-08-06T15:13:10.274024Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.241209Z","title":"Knowcti: Knowledge-based cyber threat intelligence entity and relation extrac- tion,","venue":null,"work_id":"c2507d6c-1621-4189-bd07-6816a87a402f","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.848764Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:70b2d266c9d0139c85cbfae4ab16823a6649d652b10d4e3db13b8a0a319009e0","observation_id":"f4b8b303-095c-49a9-b9a7-4ea5554e9c31","resolution":{"observed_at":"2026-08-06T15:13:10.248398Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2304.10428","last_updated":"2023-10-07T14:25:28Z","snapshot_observed_at":"2026-07-06T15:17:59.640907Z","submitted_at":"2023-04-20T16:17:26Z","title":"GPT-NER: Named Entity Recognition via Large Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.10428","snapshot_observed_at":"2026-08-06T15:13:08.986194Z","title":"Gpt-ner: Named entity recognition via large language models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:08.986194Z"},"links":{"cited_paper":"/paper/2304.10428","citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:8c889c5d2dfe2f23e69ddd3213f5f094d2b1465e9862d00c204060cf4cfcf19f","observation_id":"a4e1f564-f68f-4335-a5a3-0743461574db","resolution":{"observed_at":"2026-08-06T15:13:08.986194Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:09.070457Z","title":"Intelex: A llm-driven attack-level threat intelligence extraction framework,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:09.070457Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:e84f26a83a7b98794db7be68968eb2cb520e1d5b629e08dd901a7b44814f67df","observation_id":"49c70466-7764-4763-8c9b-48d5af18fa47","resolution":{"observed_at":"2026-08-06T15:13:09.070457Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.221968Z","title":"Tim: threat context-enhanced ttp intelligence mining on unstructured threat data,","venue":null,"work_id":"6d37d466-dfe1-419e-bdfb-13dcaa4a9413","year":2022},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:09.148530Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:af6e5401223db28025daddf38e89249762a682e036095043852e7460fbf9f90a","observation_id":"b96e0c39-f8c0-4dce-916a-dcd3ec579a17","resolution":{"observed_at":"2026-08-06T15:13:10.227455Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.202797Z","title":"Gliner: Generalist model for named entity recognition using bidirectional transformer,","venue":null,"work_id":"2f2b7719-85b9-4983-b7c0-b1e74b975c68","year":2023},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:09.251058Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:4631bcbd657d9b5815af66cf6f6887498e45e13517d6acd7c01c46226cd55aae","observation_id":"0a3a57f0-c5a3-4c5c-bd45-5a533356aecd","resolution":{"observed_at":"2026-08-06T15:13:10.207734Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T15:13:10.182549Z","title":"Itirel: Joint entity and relation extraction for internet of things threat intelligence,","venue":null,"work_id":"d3920d1f-6cc8-41e7-a884-e7e997b80caa","year":2024},"citing_paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-06T15:13:09.368242Z"},"links":{"citing_paper":"/paper/2507.16576"},"observation_digest":"sha256:e48c295c162e94b0816d972fb07e2f32fbefcbf633c5a1aa79c8c41f69e91381","observation_id":"0bc04cbf-a544-4627-8c33-053dba76bd44","resolution":{"observed_at":"2026-08-06T15:13:10.190006Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.16576","last_updated":"2025-07-22T13:27:09Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-06T15:04:28.112656Z","submitted_at":"2025-07-22T13:27:09Z","title":"From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction"},"reference_resolution":{"displayed":47,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":14,"verified_exact":4,"verified_fuzzy":28},"total_outbound_references":47},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"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."}