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Paper Citation Record · LEDGER

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

As of 21 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:11.735133Z digest=sha256:07262ee2ad60a373a2f206b4439058028dc2f37c45dbab6ec454abe26cff842f

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.

source=pdf_text observed=2026-08-06T22:18:11.785431Z digest=sha256:d6c1019823e2dee2a4929e850d2426b41b3b5e2acc997b6fa41283497f09bbfa

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:11.877716Z digest=sha256:99f5d1e6e1e0a87c9a857808111317a68605c67c241dc43a5eeefb8b9df645e3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:11.945513Z digest=sha256:3157120ddaa0a03111937f478e332d3fc1cb454564b7a35a23ce31aa11c1bde8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.029808Z digest=sha256:37c0b57cb92f71d16df7d84c47497ab92fa436ba35a0f6c7077b91b7ebf788ea

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.099815Z digest=sha256:b0a5ebed4949663f937d23462b7fe93e843291b00e1951ee9af1ee4d71156f70

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.

source=pdf_text observed=2026-08-06T22:18:12.145519Z digest=sha256:3af1eaaf1699912ecacbdf2c713e2821968092507f4b7c0e261da54690e4e55a

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.

source=pdf_text observed=2026-08-06T22:18:12.222702Z digest=sha256:92860f1b4f2b1d80f556781e4d1f549667d1df94e223c8f9006d7d85378b8c35

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.289185Z digest=sha256:7385a5a7416599a4164714b8768adc6bf4f268937409b743e2631600179c6205

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.364684Z digest=sha256:ff3cee9c366d67bc99c90fae86b595d2d7a6b5315dfff89820f5c85f2abef7ab

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.

source=pdf_text observed=2026-08-06T22:18:12.458369Z digest=sha256:dffcd20eeabfe3a8fd03b258b3a8da61c65f1dfd52c9fd5982e0fb4a034a2aff

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.528875Z digest=sha256:ba4c77a5dd103b95332860110c552f5dabe53d8ddfeb2b12fc0efa573b6e56ab

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.593816Z digest=sha256:15dce81eb8044af9989e886680c3d2f62781b8f08f25817ded150570ce402cc7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.654770Z digest=sha256:7954853ecd5650ad5bf1622ceee89d68693a94e31c9c27c2f75064fcd3343ad3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.717752Z digest=sha256:42249e6005543a14827d524c688bafc6fea321e214afe72af34597e8f76b6c06

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.805302Z digest=sha256:b7c3e53657e91176054ab2240ab3000fd8bb92a646a0f6f0bf74c484325c35b1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.871126Z digest=sha256:ee981818473d0c82f324e05c1c7624c12870e7a2b6ae406aebb844b55cf62f7f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:12.935318Z digest=sha256:b374cc9f4ab1c959f3e4ac4f83582c3298b344e13d25a42a048e1a00ebf9558a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.018077Z digest=sha256:077f0c0dd0eb9df8c3883f2a08ac5fbc6e845c41099f9873f0a38a233bd1d007

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.072869Z digest=sha256:ad8a773ab7894ec0c6a7fbeed80010507e3307d2dc4ffe83f428719aaf5ac27c

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.136056Z digest=sha256:907e940a45de9e000b3a23ad7bcbfb5de3e6bd488e2902031e1a69723e5425aa

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.197916Z digest=sha256:7b50c66742a3ee3126aa36665e4b7e6e2ef9e6c00d47244f87a6355615d76f2d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.269021Z digest=sha256:74e6d512a504871897e2656794cf9fba65c9f801b8e6fbd670ac754f1a88da4a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T22:18:13.334552Z digest=sha256:8f9d98bd9d032fa065cf029c2f8cffe1e6501445a1496f2b68719bf1515baa1d

Pith citing papers

No inbound Pith citation observations are available.