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Paper Citation Record · LEDGER

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text

As of 20 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2505.11988.

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

pith.paper-citation-record.v1
2505.11988 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:45:55.872708Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:24:14.799168Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:24:15.483226Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95e4264c-3377-4e46-a074-8a9a233e9b24 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.333872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.772346Z digest=sha256:1f2535590700f91d680a6cb2042be258b4c8d41e5e4aaab5b279b1074228488c

Observation 7fe1702b-0779-450a-8c44-2410b47c889b · outbound

This paper cites opens cmd.exe on the victim.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text opens cmd.exe on the victim

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.268232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.809569Z digest=sha256:1e3278c4dcce1564f3716d38c0c03c1a77e97d9a08ec449f81169fac699c08c3

Observation 6d32e93f-4574-4eae-b56f-4f1018fc1782 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.317175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.778136Z digest=sha256:bb07a87afa5bed291b64403366d3f6c79bd2a234d758e24731ae99e18e4b168d

Observation 117587cf-6ba3-4c76-ac3d-a135728e4ec8 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.301509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.789115Z digest=sha256:adfd5f9d068b09b11be7a1651aed1332e1471fb9ea791de30e885dd1c2635895

Observation 9c340b32-f588-41bb-99eb-f432fbefb96d · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.365177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.794139Z digest=sha256:3e8444737c0577128ffb99c060ff98cf07dfbd31097065865b198bbe8fa02f96

Observation b730d9db-81bd-470e-befd-ed279988cd62 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.349515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.799516Z digest=sha256:34ecef5085eee6f20015bef1fbab6c7ae0fccccb45c7f00be266c320e21a033c

Observation 15c68edc-4e51-44f7-bace-70f25300d8af · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.285231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.804382Z digest=sha256:6c12c24d1931fd5745225725f567bdda4c84152e84f8956bb4ef8c44c83df26c

Observation 89fc4735-ba8a-4b78-b779-92f71032c5d3 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.252289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.814859Z digest=sha256:b6040d0c12d6bfb12f3bd13239c868ee3df590a6d294686d631d190ab7cfaef8

Observation f9bc23e9-11a2-4d3e-932d-7a115266a5c9 · outbound

This paper cites ## Instructions for Ranking:.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text ## Instructions for Ranking:

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.235946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.819846Z digest=sha256:5130a8858c7e63bb1a29786346c38ab0d6a5f2f2a1fc6022ed8335d0b581f1c2

Observation 2ed7050b-6a71-4526-8155-89d7ab8f797e · outbound

This paper cites - Identify explicit and implied adversarial behaviors.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text - Identify explicit and implied adversarial behaviors

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.220459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.824641Z digest=sha256:5d42ce3b55f9b03d1cef348df29db2455b14211188b1c1784264a23689af2eea

Observation 1c7b3683-52cc-4146-b8b7-0ac5f7329162 · outbound

This paper cites - Consider multiple relevant techniques.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text - Consider multiple relevant techniques

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.204171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.829514Z digest=sha256:937b9a5673f32aee203b8305915715b2a448bfc061dce923b62f5ed0a85b63e0

Observation f3fcb355-b013-40e8-afa8-179890bf7a02 · outbound

This paper cites ## Final Output Format: After reasoning, output the final ranking as: [Technique A] > [Technique B] > [Technique C] >.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text ## Final Output Format: After reasoning, output the final ranking as: [Technique A] > [Technique B] > [Technique C] >

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.187708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.834584Z digest=sha256:d44164001db60041eb727e93f3cad53e9a246ba1bfd733bd604e79e6c805990b

Observation 34f441d0-a2c3-45ce-8aed-5e732325310b · outbound

This paper cites Identify key actions, tools, or methods mentioned that could correspond to MITRE ATT&CK techniques in 30 words.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Identify key actions, tools, or methods mentioned that could correspond to MITRE ATT&CK techniques in 30 words

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.171443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.839692Z digest=sha256:5fcead4ae5f02348f27c23864152d94ad3c2c4b5b490efa048611ffacba41172

Observation 946ff141-41bf-420c-b236-ace514ad42cd · outbound

This paper cites Consider if you’ve missed any potential techniques or if any of your initial thoughts need revision.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Consider if you’ve missed any potential techniques or if any of your initial thoughts need revision

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.154816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.844363Z digest=sha256:486b257dbe1fa5b9d66edcd9debe72f8feca06f7a4a5fdca16f2b4fa791d1c16

Observation c5dc4e14-6bd0-45e3-970f-a3331369aec2 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.138043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.849131Z digest=sha256:97931010d254d231551461d2ed6d4cdacbe17ae746f82da3553a53c0585f5bfb

Observation 2e3373ba-2158-44eb-b902-f7f71b098eb5 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.120966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.853761Z digest=sha256:b58a04f8124675883a014fa9cedd80778cfe152370c89c25ada6b623d6e56496

Observation 9fd03a57-1d72-4fd7-9594-78b6e972b88d · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.104558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.858716Z digest=sha256:abd2fd9c34e11d8e7bb6c3299e5320af24cb090a4ee084b57fb24b1e84a0c13e

Observation 14ea3011-d3a9-4425-bb87-270c8fcfa680 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.088229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.863341Z digest=sha256:a0cda1570eb5f5d6ee72e43bfbb7bd16d1306771fd0ddb9ed7c1016210ed93f9

Observation 71a3ec89-77ee-4465-b0fb-f983829e5bb7 · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.071920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.868101Z digest=sha256:422d4d315e0d7d6ccbd7d8225e78df9f4507dc19ee83f0dee97992d1807eecad

Observation e041c776-1ea3-4a61-beb0-36747169be0c · outbound

This paper cites an unresolved cited work.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:45:56.054041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.872708Z digest=sha256:d6abc4a2a58c73c4b90161dd456cc2e588173742723aeca62a0bf87c7b982b45

Observation 6d7d98c0-cb54-454e-a13e-71adcd25491d · outbound

This paper cites In 2020 IEEE International Conference on Big Data (Big Data), pages 1847–1852.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text In 2020 IEEE International Conference on Big Data (Big Data), pages 1847–1852

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-15T20:45:55.750721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:45:55.750721Z digest=sha256:e171d100a9cb5288c01816e0422301330127fbe3473a0ef9eb53a2845d9b0ed5

Observation 6ce6b9d0-ac03-44cd-97b7-afdeb87db284 · outbound

This paper cites The ability to launch custom PowerShell commands,.

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text The ability to launch custom PowerShell commands,

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:45:56.381840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T20:45:55.756392Z digest=sha256:69130753d4355938f67b4f8c6c499bed23c667343a8a022edb37b7ce6bcdcc06

Pith citing papers

Observation 7b37a423-a7af-414e-991c-e452d8fd1b21 · inbound

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team cites this paper.

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text

Reference 2025

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:24:15.487839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:24:14.799168Z digest=sha256:e659214fd7113978ab6a1f69b7c756f915d00e892fd7a45dda9cbb91243c8fbd