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Paper Citation Record · LEDGER

Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2112.05224.

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

pith.paper-citation-record.v1
2112.05224 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:36:01.331230Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:35:50.528049Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 97b040cc-d002-49f4-a73e-0ee1b6e5dd1e · inbound

Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents cites this paper.

Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T20:36:01.331230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:36:01.331230Z digest=sha256:1fe5d67394176cd8db305e1418eeb645839d8b5596606cb9f8474f31cac1fa14

Observation adcb3d4e-4952-4233-a7a6-2fef21cd219c · inbound

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training cites this paper.

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:35:50.534543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-06T17:35:47.522560Z digest=sha256:6826fd63e39225898bfc2020441aefdcc75a3df80d34228abdb45b09a76002da