Paper Citation Record · LEDGER

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit

As of 8 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2506.21990.

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

pith.paper-citation-record.v1
2506.21990 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:18:13.334552Z

measured 24 of 24 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact1
verified fuzzy15
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c37157e2-f408-4701-acde-e5f68b429771 · outbound

This paper cites Amodei et al.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Amodei et al

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:16.915378Z

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 8ccdeccb-30cc-4b4d-8ca3-85e4de1a9633 · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Common Voice: A Massively-Multilingual Speech Corpus

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:18:11.785431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8818fd66-8de3-4eb8-a9d0-70b54e6859b4 · outbound

This paper cites Baevski, Y.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Baevski, Y

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:16.764683Z

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 75eb6acf-f2a1-4c3a-97d9-a992cb0be2fc · outbound

This paper cites Bayes and N.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Bayes and N

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:16.451579Z

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 c4ef4e4a-2f75-4ac3-832c-63ecc01db5a5 · outbound

This paper cites Bengio, R.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Bengio, R

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:16.167355Z

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 6c7646ec-4bcc-4cc8-9638-5c5901579350 · outbound

This paper cites Benzeghiba, R.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Benzeghiba, R

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:15.993006Z

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 730e33a4-5b91-4288-80a0-6faee9c852fa · outbound

This paper cites SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:18:12.145519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16578a72-185e-49e9-96be-25c9a678c37e · outbound

This paper cites GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T22:18:12.222702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b51365a9-4f75-48f2-9f38-d8ff794b2ff3 · outbound

This paper cites Collobert, J.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Collobert, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:15.887248Z

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 c95c711a-d273-42c2-b491-fcb85cc1490b · outbound

This paper cites an unresolved cited work.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:18:15.680939Z

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 1f9a1363-5163-4ac3-aa36-633587a2a7a7 · outbound

This paper cites The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:18:12.458369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb0e389e-fb6c-4625-8d30-9a7e9cea6e5c · outbound

This paper cites Geirhos, J.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Geirhos, J

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:15.484308Z

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 647fe483-d044-4cd4-9c35-4f4ae47e78eb · outbound

This paper cites an unresolved cited work.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:18:15.264364Z

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 5e057f23-f96e-46c2-b956-7792190039a2 · outbound

This paper cites Zero-shot Domain-sensitive Speech Recognition with Prompt-conditioning Fine-tuning.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Zero-shot Domain-sensitive Speech Recognition with Prompt-conditioning Fine-tuning

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:18:13.508723Z

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 6c1583ea-ad5a-48cd-b149-b842fae0b345 · outbound

This paper cites Matarneh, S.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Matarneh, S

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:15.015140Z

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 2ab3c5c3-2d9f-4990-9800-03f134f0a8fe · outbound

This paper cites Panayotov, G.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Panayotov, G

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:14.816519Z

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 4f40851f-826d-44a2-b69c-cdb2f12cabc0 · outbound

This paper cites Papenfuss and C.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Papenfuss and C

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:14.703968Z

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 ce3ebe0f-07df-4345-b8ff-e6aaedfbf0ab · outbound

This paper cites Rijal, S.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Rijal, S

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:14.570707Z

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 f36277f2-3c0f-4fef-b1a4-ad9706183c4f · outbound

This paper cites Schmidt, M.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Schmidt, M

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:14.421083Z

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 9c00f7df-508d-4eea-ac52-e339d7bcf7d3 · outbound

This paper cites van Doorn, J.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit van Doorn, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:14.243416Z

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 ecb83bcc-a7eb-4e8d-9e19-03539e4090eb · outbound

This paper cites an unresolved cited work.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:18:14.105078Z

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 bfcfe9af-74a4-4701-92ad-dfe6425fc9f5 · outbound

This paper cites Zhang, D.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Zhang, D

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:13.971071Z

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 ea05dbee-fb7e-4a4d-a2c6-82a3957d3414 · outbound

This paper cites an unresolved cited work.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:18:13.852017Z

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 6e8bc5d9-d122-4892-8cbe-199a8784fdba · outbound

This paper cites For example, ”Gut” is Table 14.

Analyzing and Fine-Tuning Whisper Models for Multilingual Pilot Speech Transcription in the Cockpit For example, ”Gut” is Table 14

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:18:13.716801Z

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.

Pith citing papers

No inbound Pith citation observations are available.