Paper Citation Record · LEDGER

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs

As of 4 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2601.21463.

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

pith.paper-citation-record.v1
2601.21463 v3

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:01:39.003721Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:40:10.657590Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-11T06:21:00.612667Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy0
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65c3633c-0183-4f57-83f2-a2aa9a159679 · outbound

This paper cites an unresolved cited work.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.961447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92952ac6-7cc2-4966-9e7c-8b12ae1e55e0 · outbound

This paper cites Delete Removes a segment of text from the original sentence.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Delete Removes a segment of text from the original sentence

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.965812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aced6e1-b28d-4b28-aeec-5c560b39673b · outbound

This paper cites an unresolved cited work.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.969700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 471569ba-8e5a-40af-a991-c2fa44ea7f7d · outbound

This paper cites Modify Replaces a segment of the original text with new content.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Modify Replaces a segment of the original text with new content

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.973146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1a636b-f9e6-4026-afea-43f92cd35959 · outbound

This paper cites an unresolved cited work.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.979142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b7bec6f-3afb-4f42-8852-224d2b1dd230 · outbound

This paper cites Finally, to ensure reproducibility, the detailed hyperparameters and environmental settings used for the parallel text editing tool are listed in Table 6.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Finally, to ensure reproducibility, the detailed hyperparameters and environmental settings used for the parallel text editing tool are listed in Table 6

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:01:38.983482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0520968-a8f5-4c49-b303-77af8d556d09 · outbound

This paper cites No evidence of speech editing was detected.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs No evidence of speech editing was detected

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.987382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b901191c-cc0a-45ef-906d-0159c01b50e6 · outbound

This paper cites an unresolved cited work.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.990962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3e84ed5-5afc-454a-ae5b-60105f0a78c4 · outbound

This paper cites Yes, '<exact_text>' was [Type] in speech. The [Type] MUST be one of the following: added, modified.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Yes, '<exact_text>' was [Type] in speech. The [Type] MUST be one of the following: added, modified

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.994139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff704c46-b1a3-4ed4-acfb-5db03509b755 · outbound

This paper cites Yes, some words were deleted in speech.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Yes, some words were deleted in speech

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:38.997367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ab4a1c2-6a36-4e46-944d-17fe2c2eb452 · outbound

This paper cites an unresolved cited work.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:39.000404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2421bb9-a88a-46e6-9f0b-07be275c6805 · outbound

This paper cites Output ONLY the result string.

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs Output ONLY the result string

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:01:39.003721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4b747d67-9a6a-49ea-a313-d8458be93f9e · inbound

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan cites this paper.

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs

Reference 69

Resolution: verified exact; local_arxiv, observed 2026-05-11T06:21:00.616016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.