Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T22:36:39.168213Z
Paper Citation Record · LEDGER
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
As of 22 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 3 inbound Pith citation observations for arXiv:2505.06843.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:26:18.728095Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T16:05:49.502819Z
Reference resolution
22 of 22 outbound references displayed
- verified exact0
- verified fuzzy9
- unresolved9
- parse uncertain4
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 10128f8d-89c5-48b3-bb6d-c381d4a25111 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 1
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-15T22:36:39.430799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2237f4bb-dcf3-40cb-86c7-5ae5e2911840 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 2
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-15T22:36:39.420347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 74dfa2ba-3f0c-4c59-a35b-7c506aecc829 · outbound
This paper cites Gentleness.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Gentleness
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.409981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6b0f1b3c-5664-4e3d-9489-a3efb4767b0f · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.312234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0ce85dfa-89b4-4c2f-abfb-437a55e4dd81 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.398682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e3f771ef-3638-48aa-9802-299532b05c8d · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 6
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-15T22:36:39.387726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f6636980-2d16-457f-a56d-29e46c0baad9 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 7
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-15T22:36:39.376975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fd7633f1-a338-4b13-9383-3f967553e592 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.366125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation adcfc12e-68da-4c51-8367-e2ae45d912e1 · outbound
This paper cites Qualitative Examples of the Harmful Generations In this section, we provide some examples of the harmful generations on the benchmark HEx-PHI (Qi et al., 2023).
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Qualitative Examples of the Harmful Generations In this section, we provide some examples of the harmful generations on the benchmark HEx-PHI (Qi et al., 2023)
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.355396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8c9e2935-65e4-4881-b24e-5f8ee1294588 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.344333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f8ccccff-4835-4ada-8bad-50da443b959e · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.333786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e115ef74-71b8-499a-992f-7221d860278f · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.323589Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d230ae58-9172-4ccf-a7ef-7087eb780967 · outbound
This paper cites DocuSign 15.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety DocuSign 15
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.276309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1e89d693-fc85-4334-ad7c-8a4586def743 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.300202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fcb9b2b3-c228-4b71-8b9d-bc05b1bc0dd5 · outbound
This paper cites Question #0 of Category #3 in HEx-PHI Answer: Here are some stocks that are trending upwards and have good short-term growth potential: 1.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Question #0 of Category #3 in HEx-PHI Answer: Here are some stocks that are trending upwards and have good short-term growth potential: 1
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.288511Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7dedbc06-4468-4f53-a588-0901170a87ac · outbound
This paper cites Bitcoin Cash 9.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Bitcoin Cash 9
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.241169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 132493e1-a00c-4574-9b53-ff3acfe8db69 · outbound
This paper cites Airbnb 22.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Airbnb 22
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.263210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7961f540-79b3-4f6e-b0df-f5ef8b8bac94 · outbound
This paper cites Netflix 31.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Netflix 31
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.230994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cd97597f-d01c-4997-b4a5-7df1c5a9865f · outbound
This paper cites Redfin 31.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Redfin 31
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.251533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 79e9b790-55f3-41d0-9bae-0d8c024ffe84 · outbound
This paper cites Take-Two Interactive 38.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Take-Two Interactive 38
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T22:36:39.220286Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1b97112b-11ef-4171-af70-e171fb2261c9 · outbound
This paper cites an unresolved cited work.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T22:36:39.209849Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 94c42207-81ad-48bb-953a-fed985a63eb1 · outbound
This paper cites Fine-tuning can cripple your foundation model; preserving features may be the solution.
Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety Fine-tuning can cripple your foundation model; preserving features may be the solution
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:36:39.092040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 8598f375-1071-4415-a035-142e47bdec99 · inbound
BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing cites this paper.
BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:26:18.728095Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bfb6bc4-f5f4-4bf0-ba46-c1e407d0118f · inbound
Benign Fine-Tuning Breaks Safety Alignment in Audio LLMs cites this paper.
Benign Fine-Tuning Breaks Safety Alignment in Audio LLMs Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T08:02:24.886697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6a00ee97-33e9-4f07-a636-ea96953a8909 · inbound
A Gravitational Interpretation of Fine-Tuning Reversion cites this paper.
A Gravitational Interpretation of Fine-Tuning Reversion Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T16:05:49.504198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.