Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
The effect of fine-tuning on language model toxicity
As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2410.15821.
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 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T05:29:04.802064Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T19:30:07.656699Z
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 7b21ac47-0095-42f8-bde2-a113431f5ee0 · inbound
Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey cites this paper.
Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey The effect of fine-tuning on language model toxicity
Reference 50
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T20:58:26.294946Z
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 ca23b5d5-34ae-440d-a78f-a1e6d41bd812 · inbound
Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains cites this paper.
Safety Drift After Fine-Tuning: Evidence from High-Stakes Domains The effect of fine-tuning on language model toxicity
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T23:11:19.217935Z
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 f29cef4d-a469-4034-bb86-9efc8b8e7e3d · inbound
Information Extraction of Nested Complex Structure of Quantum Cascade Lasers via Large Language Models cites this paper.
Information Extraction of Nested Complex Structure of Quantum Cascade Lasers via Large Language Models The effect of fine-tuning on language model toxicity
Reference 54
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T04:41:21.994859Z
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 b6d3ef30-8085-4d3e-889e-e8868d56f78c · inbound
A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models cites this paper.
A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models The effect of fine-tuning on language model toxicity
Reference 117
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T19:30:07.658098Z
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 af82dba2-49e6-445e-aed6-809d2f85f243 · inbound
Defending Against Harmful Supervision Hidden in Benign Samples cites this paper.
Defending Against Harmful Supervision Hidden in Benign Samples The effect of fine-tuning on language model toxicity
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T14:24:45.325193Z
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.