Paper Citation Record · LEDGER

Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2402.09063.

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

pith.paper-citation-record.v1
2402.09063 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:59:24.716762Z

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

5
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 cc335f10-b94a-4214-9dc5-b34398eefa78 · inbound

LLM-Safety Evaluations Lack Robustness cites this paper.

LLM-Safety Evaluations Lack Robustness Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:27:21.349571Z

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 e8e073b0-f459-4c27-a790-27bc91acf10b · inbound

Fake Friends and Sponsored Ads: The Risks of Advertising in Conversational Search cites this paper.

Fake Friends and Sponsored Ads: The Risks of Advertising in Conversational Search Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:24.716762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d96455b2-84ed-4436-8021-783c7711c8d1 · inbound

A Representation Engineering Perspective on the Effectiveness of Multi-Turn Jailbreaks cites this paper.

A Representation Engineering Perspective on the Effectiveness of Multi-Turn Jailbreaks Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T21:50:25.052460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba850a58-8388-4051-a10f-7b95ce1f8678 · inbound

Model Collapse Is Not a Bug but a Feature in Machine Unlearning for LLMs cites this paper.

Model Collapse Is Not a Bug but a Feature in Machine Unlearning for LLMs Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:53.129178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0fae038-732b-47ca-9473-9237fc0effa6 · inbound

Circumventing Safety Alignment in Large Language Models Through Embedding Space Toxicity Attenuation cites this paper.

Circumventing Safety Alignment in Large Language Models Through Embedding Space Toxicity Attenuation Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T19:26:13.718850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25011324-4e75-4273-8cdd-0c3901a57082 · inbound

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation cites this paper.

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T20:31:37.155433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f863855c-2927-461e-94ff-d7ea1978ab0e · inbound

Latent Instruction Representation Alignment: defending against jailbreaks, backdoors and undesired knowledge in LLMs cites this paper.

Latent Instruction Representation Alignment: defending against jailbreaks, backdoors and undesired knowledge in LLMs Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:21:00.105707Z

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 aeb00d55-7c17-4338-9bac-3b1bd8a0f3d2 · inbound

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data cites this paper.

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:57:21.589235Z

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 d3268f6a-4563-4f02-bc30-06e7152dc068 · inbound

Logical Judgments Under Pressure: Diagnosing Syllogistic Stability with Learned Soft Prefixes cites this paper.

Logical Judgments Under Pressure: Diagnosing Syllogistic Stability with Learned Soft Prefixes Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:36.714300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.