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Paper Citation Record · LEDGER

Rethinking Safety in LLM Fine-tuning: An Optimization Perspective

As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2508.12531.

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

pith.paper-citation-record.v1
2508.12531 v1

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 2026-06-30T11:03:52.230759Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T11:04:37.501908Z

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 11f65383-69a1-4838-9409-21408135105c · inbound

Benign Fine-Tuning Breaks Safety Alignment in Audio LLMs cites this paper.

Benign Fine-Tuning Breaks Safety Alignment in Audio LLMs Rethinking Safety in LLM Fine-tuning: An Optimization Perspective

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:02:24.913322Z

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=pdf_text observed=2026-05-10T08:01:25.938248Z digest=sha256:440cda117baf4baca03929cd28541ae506866181c3663b1607925329f354d913

Observation 5a2b563f-c422-4afc-89b3-879046dbf7c8 · inbound

When Medical Safety Alignment Fails: A Benchmark for Evaluating LLMs on High-Risk Medical Queries cites this paper.

When Medical Safety Alignment Fails: A Benchmark for Evaluating LLMs on High-Risk Medical Queries Rethinking Safety in LLM Fine-tuning: An Optimization Perspective

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:04:37.503416Z

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=2026-06-30T11:03:52.230759Z digest=sha256:b84d2719270845d2dc7974a3e11cb5d7f34af90df10821b15e25b3b997945d4e