Paper Citation Record · LEDGER

UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.12318.

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

pith.paper-citation-record.v1
2410.12318 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:51:15.245755Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T22:46:53.185902Z

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 3e25c41a-9f1c-4e53-9240-0037dd8fc238 · inbound

MEraser: An Effective Fingerprint Erasure Approach for Large Language Models cites this paper.

MEraser: An Effective Fingerprint Erasure Approach for Large Language Models UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:15.245755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77375ab7-916f-42b5-948b-2851f8a75042 · inbound

FPEdit: Robust LLM Fingerprinting through Localized Parameter Editing cites this paper.

FPEdit: Robust LLM Fingerprinting through Localized Parameter Editing UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T05:19:07.935811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75feaa37-73c1-462e-b432-ceb2e2465666 · inbound

Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends cites this paper.

Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-18T22:46:53.190305Z

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 fac98c5e-2dbf-4aab-816f-1bb48ddfcf13 · inbound

Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models cites this paper.

Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T13:17:08.155632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7d59abd-eda5-4698-b919-60ed6ce4e6d5 · inbound

From Construction to Injection: Edit-Based Fingerprints for Large Language Models cites this paper.

From Construction to Injection: Edit-Based Fingerprints for Large Language Models UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:12:42.851363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8655d6-e4f9-4590-a551-992b54948179 · inbound

CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor cites this paper.

CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T05:54:46.057356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4595ec87-5115-4cc7-a80f-e3e49c8e3c8c · inbound

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption cites this paper.

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:25:54.514223Z

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 875eda3e-6386-4aa3-81ea-f203568f41b2 · inbound

AttnDiff: Attention-based Differential Fingerprinting for Large Language Models cites this paper.

AttnDiff: Attention-based Differential Fingerprinting for Large Language Models UTF:Undertrained Tokens as Fingerprints A Novel Approach to LLM Identification

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:50:48.064695Z

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.