Paper Citation Record · LEDGER

Challenging the Boundaries of Speech Recognition: The MALACH Corpus

As of 16 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:1908.03455.

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

pith.paper-citation-record.v1
1908.03455 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:14:10.383714Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:14:10.139073Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-14T14:14:10.422439Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy43
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3519013f-5df0-4835-b80b-cffc14810bc1 · outbound

This paper cites Challenging the Boundaries of Speech Recognition: The MALACH Corpus.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Challenging the Boundaries of Speech Recognition: The MALACH Corpus

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-14T14:14:10.430307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ffafdf7f-8c41-4edb-bba5-28e78feca219 · outbound

This paper cites an unresolved cited work.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:14:11.103888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8b884256-1ebc-4dec-8c5c-521ca94e9641 · outbound

This paper cites There were many ways in which the 784 interviews could have been divided into training and test data.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus There were many ways in which the 784 interviews could have been divided into training and test data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.088824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bef054bb-e50d-41ba-82bc-08a18e7ab2f8 · outbound

This paper cites Since then, due to the success of deep learning, there has been a major revolution in speech recognition.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Since then, due to the success of deep learning, there has been a major revolution in speech recognition

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.059279Z

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Observation f938d4d0-c85f-42c3-b373-ec6fb86aeb30 · outbound

This paper cites To obtain better complementar- ity, a 64-dimensional ﬁlter bank was created and used to extract logmel, delta, and delta-delta parameters.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus To obtain better complementar- ity, a 64-dimensional ﬁlter bank was created and used to extract logmel, delta, and delta-delta parameters

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.044652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e5fd9374-0fc7-423a-a8a2-dce584c8cefe · outbound

This paper cites pure play.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus pure play

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.029732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c0cb5f54-fdbb-477e-b370-5c6747f9fcee · outbound

This paper cites A range of systems were built spanning traditional HMMs all the way to hybrid LSTM- based acoustic and language models.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus A range of systems were built spanning traditional HMMs all the way to hybrid LSTM- based acoustic and language models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.014670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 00691f18-b936-41d9-bae8-9cd7cc592226 · outbound

This paper cites This work would not be possible without the support of Sam Gustman from the Visual History Foundation.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus This work would not be possible without the support of Sam Gustman from the Visual History Foundation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.998847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 58d98c1a-fae9-40cc-b596-ee12339f8b88 · outbound

This paper cites Librispeech: an ASR corpus based on public domain audio books,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Librispeech: an ASR corpus based on public domain audio books,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.866546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f21a3b66-90ea-4579-906c-9475abc800ff · outbound

This paper cites USC-SFI MALACH Interviews and Transcripts English,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus USC-SFI MALACH Interviews and Transcripts English,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.984398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4ca206b8-5e50-4521-94c7-2d381d497518 · outbound

This paper cites USC-SFI MALACH Interviews and Transcripts English - Speech Recognition Edition,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus USC-SFI MALACH Interviews and Transcripts English - Speech Recognition Edition,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.969948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 95b72965-2bf0-4c55-8a58-8b244673df31 · outbound

This paper cites State-of-the-art speech recognition with sequence-to-sequence models,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus State-of-the-art speech recognition with sequence-to-sequence models,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.956417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2f5dc8e2-27ab-4a1b-b54e-c513089d3f80 · outbound

This paper cites Contextual ASR adaptation for conversational agents,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Contextual ASR adaptation for conversational agents,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.942512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 07fc83ef-7524-4c7b-a632-c729d98a608b · outbound

This paper cites All results presented in this paper are on this minitest, as the full test set is still undergoing veriﬁca- tion.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus All results presented in this paper are on this minitest, as the full test set is still undergoing veriﬁca- tion

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:11.073932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ac36627c-f1c1-449f-8b3c-ebfee477dce9 · outbound

This paper cites English conversational telephone speech recognition by humans and ma- chines,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus English conversational telephone speech recognition by humans and ma- chines,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.926908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 18ed3504-a6fd-4362-9bd6-f12b0f159336 · outbound

This paper cites Comparing human and ma- chine errors in conversational speech transcription,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Comparing human and ma- chine errors in conversational speech transcription,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.911477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 75a9fe9c-b64e-450a-a341-7445e0f54528 · outbound

This paper cites Speech recognition: What’s left?,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Speech recognition: What’s left?,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.896241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bb40adba-3813-49d9-a7f9-e3b2bbf7a124 · outbound

This paper cites The design for the Wall Street Journal-based CSR corpus,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus The design for the Wall Street Journal-based CSR corpus,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.880436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9d819511-11fa-4a84-a8db-e1e782b93018 · outbound

This paper cites Mozilla common voice data,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Mozilla common voice data,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.853315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 98de72a3-8278-47a5-919f-bfbfad6268ae · outbound

This paper cites Announcing the AMI meeting corpus,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Announcing the AMI meeting corpus,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.839483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 147dafb3-7c1d-49e9-b40d-7b9adadd43fe · outbound

This paper cites The devel- opment of the 1996 HTK broadcast news transcription system,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus The devel- opment of the 1996 HTK broadcast news transcription system,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.825434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cae6637e-11a6-449a-8f6f-d04db15649c7 · outbound

This paper cites The MGB challenge: Evalu- ating multi-genre broadcast media recognition,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus The MGB challenge: Evalu- ating multi-genre broadcast media recognition,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.810942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a4d27f86-96c4-47c5-9abf-3fa990ee83b0 · outbound

This paper cites Automatic recognition of spontaneous speech for access to multilingual oral history archives,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Automatic recognition of spontaneous speech for access to multilingual oral history archives,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.796667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ac42b47e-fc6a-4894-a36a-21d98eb9e187 · outbound

This paper cites USC Shoah foundation,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus USC Shoah foundation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.783062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d728fa4-5d0f-45c2-941f-0cd1a275351a · outbound

This paper cites USC-SFI MALACH Interviews and Transcripts Czech,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus USC-SFI MALACH Interviews and Transcripts Czech,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.769388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4650c478-e64c-455d-a40e-6e8dc87b4a03 · outbound

This paper cites Maximum likelihood linear transformations for HMM-based speech recognition,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Maximum likelihood linear transformations for HMM-based speech recognition,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.755685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 094865ac-1ccd-434a-b817-e50fa6536b07 · outbound

This paper cites Minimum phone error and I- smoothing for improved discriminative training,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Minimum phone error and I- smoothing for improved discriminative training,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.741043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5119149e-b049-4b8e-9446-5ba6d35332aa · outbound

This paper cites fMPE: Discriminatively trained features for speech recognition,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus fMPE: Discriminatively trained features for speech recognition,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.726714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 49cf2e74-e84b-4ea4-be5a-7e8a86ba1600 · outbound

This paper cites To- wards automatic transcription of large spoken archives-English ASR for the MALACH project,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus To- wards automatic transcription of large spoken archives-English ASR for the MALACH project,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.710495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2262a460-ed72-4b98-8a50-1ab14822f08e · outbound

This paper cites Exploiting large quantities of sponta- neous speech for unsupervised training of acoustic models,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Exploiting large quantities of sponta- neous speech for unsupervised training of acoustic models,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.694160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ec3e32ba-b298-4bff-81fa-0a9e9151bb25 · outbound

This paper cites CMU Pronunciation Dictionary version 0.7b,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus CMU Pronunciation Dictionary version 0.7b,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.678413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b9002092-9450-4683-94d1-c13124126b31 · outbound

This paper cites Conditional and joint models for grapheme-to- phoneme conversion,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Conditional and joint models for grapheme-to- phoneme conversion,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.661961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 76ddd26e-6bf7-4cd8-b22d-8f3f8c3d1b59 · outbound

This paper cites An empirical study of smoothing techniques for language modeling,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus An empirical study of smoothing techniques for language modeling,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.643980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c16e6bbf-a793-4528-a935-4836d24f91f7 · outbound

This paper cites Evaluation of proposed modiﬁca- tions to mpe for large scale discriminative training,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Evaluation of proposed modiﬁca- tions to mpe for large scale discriminative training,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.626504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1c709e33-509b-4871-a43d-840dcdf85ce0 · outbound

This paper cites The IBM Attila speech recognition toolkit,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus The IBM Attila speech recognition toolkit,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.611075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 44f166ca-8ee4-4c79-acc5-ddc3ebf9fcd4 · outbound

This paper cites Pytorch 0.4.0,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Pytorch 0.4.0,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.596122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae668c09-68ba-4ec0-9b84-398e7ccd5fda · outbound

This paper cites Deep convolutional neural networks for large-scale speech tasks,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Deep convolutional neural networks for large-scale speech tasks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.581085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8a2788ea-0688-4251-9432-9da84d6dacd4 · outbound

This paper cites Scalable minimum Bayes risk training of deep neural network acoustic models us- ing distributed Hessian-free optimization,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Scalable minimum Bayes risk training of deep neural network acoustic models us- ing distributed Hessian-free optimization,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.564607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e7dfa389-1ae4-467a-86d4-dac8bbb256ee · outbound

This paper cites NIST scoring software SCTK 2.4.10,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus NIST scoring software SCTK 2.4.10,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.548081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3d83375e-ddb4-4831-adbb-4844e12bd0e6 · outbound

This paper cites Lattice-based optimization of sequence classiﬁ- cation criteria for neural-network acoustic modeling,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Lattice-based optimization of sequence classiﬁ- cation criteria for neural-network acoustic modeling,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.531693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f2d6e379-1fef-41d0-9b35-01c942d7de6b · outbound

This paper cites Reg- ularizing and optimizing LSTM language models,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Reg- ularizing and optimizing LSTM language models,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.514798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 798e4862-aa36-4413-87d5-ae69aeb9095b · outbound

This paper cites Dropout: A simple way to prevent neural networks from overﬁtting,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Dropout: A simple way to prevent neural networks from overﬁtting,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.497218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation efe305ca-e3d4-4233-b45f-439ec5359351 · outbound

This paper cites Regularization of neural networks using dropconnect,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Regularization of neural networks using dropconnect,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.481115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 68f53abb-fffd-4280-ba7f-10f5f8836970 · outbound

This paper cites Kaldi results on Librispeech corpus,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Kaldi results on Librispeech corpus,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.464384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b60a1301-30c4-41b0-9082-2e55f80a77c0 · outbound

This paper cites Kaldi results on AMI corpus,.

Challenging the Boundaries of Speech Recognition: The MALACH Corpus Kaldi results on AMI corpus,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:14:10.447305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 3519013f-5df0-4835-b80b-cffc14810bc1 · inbound