Paper Citation Record · LEDGER

Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2405.05990.

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

pith.paper-citation-record.v1
2405.05990 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:29.048713Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T04:42:33.947651Z

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 ee410df2-a0ec-4a00-9068-92d36679387d · inbound

Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing cites this paper.

Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:58:36.798372Z

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.

Observation 9b024789-0457-49cd-ae20-f7eb42cc3d43 · inbound

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety cites this paper.

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 211

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:42:33.951068Z

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.

Observation 2a64693e-abd7-4ed6-9c25-64421869889a · inbound

Beyond Frequency: The Role of Redundancy in Large Language Model Memorization cites this paper.

Beyond Frequency: The Role of Redundancy in Large Language Model Memorization Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:29.048713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c4d7eaf-5e20-4f2c-be7f-f923610e7f2c · inbound

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives cites this paper.

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T18:12:34.457509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b17f4eed-e066-42aa-aaa5-2b8fb0a625dd · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:25.902898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8adfab9-1277-435e-82ba-12d11cc85c9f · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models

Reference 113

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:30.732380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.