Paper Citation Record · LEDGER

Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2308.12833.

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

pith.paper-citation-record.v1
2308.12833 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:35:47.840665Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

29
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8f61907b-3f67-4fba-ac27-2bc39558b951 · inbound

StarCoder 2 and The Stack v2: The Next Generation cites this paper.

StarCoder 2 and The Stack v2: The Next Generation Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 236

Resolution: verified exact; arxiv_id, observed 2026-05-12T17:28:22.907337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78ed1bb7-229a-4867-b1a9-1fe7cace9c4d · inbound

From nuclear safety to LLM security: Applying non-probabilistic risk management strategies to build safe and secure LLM-powered systems cites this paper.

From nuclear safety to LLM security: Applying non-probabilistic risk management strategies to build safe and secure LLM-powered systems Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:35:47.840665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8f36f9-83c9-4aec-85a8-5af897699b7f · inbound

System Prompt Extraction Attacks and Defenses in Large Language Models cites this paper.

System Prompt Extraction Attacks and Defenses in Large Language Models Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:17.621783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47f679fa-9a3e-40a2-a9b1-e73ef5f4e6c1 · inbound

Evaluating Apple Intelligence's Writing Tools for Privacy Against Large Language Model-Based Inference Attacks: Insights from Early Datasets cites this paper.

Evaluating Apple Intelligence's Writing Tools for Privacy Against Large Language Model-Based Inference Attacks: Insights from Early Datasets Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T10:56:26.893485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44c79d5e-b731-4f64-99df-022103abe32d · inbound

LoX: Low-Rank Extrapolation Robustifies LLM Safety Against Fine-tuning cites this paper.

LoX: Low-Rank Extrapolation Robustifies LLM Safety Against Fine-tuning Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:59:56.464742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7587ae3b-1737-4ace-ae01-7df9eb24a1e6 · inbound

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework cites this paper.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T15:15:21.317329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb7354c1-fee5-4b56-b0fc-eb38e116ca6c · inbound

LLM in the Middle: A Systematic Review of Threats and Mitigations to Real-World LLM-based Systems cites this paper.

LLM in the Middle: A Systematic Review of Threats and Mitigations to Real-World LLM-based Systems Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 215

Resolution: unresolved; no resolver link, observed 2026-08-04T17:46:19.539260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c8e0e9a-082f-4850-bf4e-be2ff16d840c · inbound

Red Teaming Large Reasoning Models cites this paper.

Red Teaming Large Reasoning Models Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:31:28.603091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0c85acd5-7d36-441b-9bcc-b06dd91044bb · inbound

Fully Homomorphic Encryption on Llama 3 model for privacy preserving LLM inference cites this paper.

Fully Homomorphic Encryption on Llama 3 model for privacy preserving LLM inference Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:45:59.815333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18ed5e37-e215-4bf9-bd73-eeefd5cd638b · inbound

Segment-Level Coherence for Robust Harmful Intent Probing in LLMs cites this paper.

Segment-Level Coherence for Robust Harmful Intent Probing in LLMs Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:10:08.566078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90a5ed87-0e5a-4cea-bc56-375af0d945d5 · inbound

CaliDist: Calibrating Large Language Models via Behavioral Robustness to Distraction cites this paper.

CaliDist: Calibrating Large Language Models via Behavioral Robustness to Distraction Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:46:55.965303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.