Paper Citation Record · LEDGER

Multivariate Probabilistic Assessment of Speech Quality

As of 8 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2506.04890.

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

pith.paper-citation-record.v1
2506.04890 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:37:20.954688Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:37:20.867033Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:37:21.004609Z

Reference resolution

24 of 24 outbound references displayed

verified exact1
verified fuzzy18
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 13d7306a-c7dd-45d2-b79d-3136aec5d04b · outbound

This paper cites Subjective SQA is done by let- ting several raters rate the quality of the speech clip based on an ordinal scale such as the mean-opinion-score (MOS) scale [1].

Multivariate Probabilistic Assessment of Speech Quality Subjective SQA is done by let- ting several raters rate the quality of the speech clip based on an ordinal scale such as the mean-opinion-score (MOS) scale [1]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.299574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa5e9ef6-3509-4280-bab5-32d1cff70a15 · outbound

This paper cites Multivariate Probabilistic Assessment of Speech Quality.

Multivariate Probabilistic Assessment of Speech Quality Multivariate Probabilistic Assessment of Speech Quality

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:37:21.011013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e910b15-7de3-4eee-894d-731329e4b84b · outbound

This paper cites an unresolved cited work.

Multivariate Probabilistic Assessment of Speech Quality Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:37:21.286287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 42638e0b-cd26-4996-9455-3fe330e025d1 · outbound

This paper cites Our method gen- eralizes existing maximum likelihood frameworks and affine transformations to a multivariate context.

Multivariate Probabilistic Assessment of Speech Quality Our method gen- eralizes existing maximum likelihood frameworks and affine transformations to a multivariate context

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.273402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c46691e0-88b3-4fc6-83ba-364ee9c60248 · outbound

This paper cites an unresolved cited work.

Multivariate Probabilistic Assessment of Speech Quality Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:37:21.260404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3c202f3a-d161-401a-af11-8fdf872e2960 · outbound

This paper cites Deepmos: Deep posterior mean-opinion-score of speech,.

Multivariate Probabilistic Assessment of Speech Quality Deepmos: Deep posterior mean-opinion-score of speech,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.247836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19191cac-8ac3-4af4-90bc-c44ca064e7e8 · outbound

This paper cites Deepmos-b: Deep posterior mean-opinion-score using beta distribution,.

Multivariate Probabilistic Assessment of Speech Quality Deepmos-b: Deep posterior mean-opinion-score using beta distribution,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.234534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50f2f655-a865-4dc8-9945-541c59ed0e56 · outbound

This paper cites Dnsmos pro: A reduced-size dnn for probabilistic mos of speech,.

Multivariate Probabilistic Assessment of Speech Quality Dnsmos pro: A reduced-size dnn for probabilistic mos of speech,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.221678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bffae458-8dea-4081-b7b4-20a19f37e328 · outbound

This paper cites Subjective test methodology for evaluating speech communication systems that include noise suppression algo- rithm.

Multivariate Probabilistic Assessment of Speech Quality Subjective test methodology for evaluating speech communication systems that include noise suppression algo- rithm

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.208423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c1d308f-b479-4164-8720-53d936dcf8eb · outbound

This paper cites MOSNet: Deep learning-based ob- jective assessment for voice conversion,.

Multivariate Probabilistic Assessment of Speech Quality MOSNet: Deep learning-based ob- jective assessment for voice conversion,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.195232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd8d95a7-0681-4649-95f1-4ea1a7cb09b7 · outbound

This paper cites LDNet: Unified listener dependent modeling in MOS prediction for syn- thetic speech,.

Multivariate Probabilistic Assessment of Speech Quality LDNet: Unified listener dependent modeling in MOS prediction for syn- thetic speech,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.181664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 47084154-1871-49ee-9a20-096ee85385b7 · outbound

This paper cites Latent-based neural net for non-intrusive speech quality assessment,.

Multivariate Probabilistic Assessment of Speech Quality Latent-based neural net for non-intrusive speech quality assessment,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.166897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 875ca9e5-4cbc-4ed6-a07e-10535f994e16 · outbound

This paper cites DNSMOS: A non-intrusive perceptual objective speech quality metric to evaluate noise sup- pressors,.

Multivariate Probabilistic Assessment of Speech Quality DNSMOS: A non-intrusive perceptual objective speech quality metric to evaluate noise sup- pressors,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.153546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cba21aad-c087-4336-b199-6adca070ffdc · outbound

This paper cites Utmos: Utokyo-sarulab system for voicemos challenge 2022,.

Multivariate Probabilistic Assessment of Speech Quality Utmos: Utokyo-sarulab system for voicemos challenge 2022,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.140397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30e861a0-0589-43ee-80ef-c21878d821f1 · outbound

This paper cites The ZevoMOS entry to V oiceMOS Challenge 2022,.

Multivariate Probabilistic Assessment of Speech Quality The ZevoMOS entry to V oiceMOS Challenge 2022,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.126187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a9f99fec-faf6-4059-ac81-259ee5c5e1f7 · outbound

This paper cites Le-ssl- mos: Self-supervised learning mos prediction with listener en- hancement,.

Multivariate Probabilistic Assessment of Speech Quality Le-ssl- mos: Self-supervised learning mos prediction with listener en- hancement,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.112249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 53f089d0-89e8-46f1-a915-2bc52ac8fbc6 · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

Multivariate Probabilistic Assessment of Speech Quality Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T10:37:20.927258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a94603f6-9b4d-4b78-ad74-0917ab4024d1 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,.

Multivariate Probabilistic Assessment of Speech Quality wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:37:20.930908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db8b3fdd-c631-42ca-9f06-afe7387d06ff · outbound

This paper cites Generaliza- tion ability of mos prediction networks,.

Multivariate Probabilistic Assessment of Speech Quality Generaliza- tion ability of mos prediction networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.079294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a902007-77cc-49d3-a250-b144b936a7cb · outbound

This paper cites Dnsmos p. 835: A non-intrusive perceptual objective speech quality metric to eval- uate noise suppressors,.

Multivariate Probabilistic Assessment of Speech Quality Dnsmos p. 835: A non-intrusive perceptual objective speech quality metric to eval- uate noise suppressors,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.066567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 177839e7-1200-424a-bcb0-20513de719a8 · outbound

This paper cites NISQA: A deep CNN-self-attention model for multidimensional speech quality prediction with crowdsourced datasets,.

Multivariate Probabilistic Assessment of Speech Quality NISQA: A deep CNN-self-attention model for multidimensional speech quality prediction with crowdsourced datasets,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.052895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4c677b91-4ff3-499d-9df2-7e052913c150 · outbound

This paper cites Probing speech quality information in asr systems,.

Multivariate Probabilistic Assessment of Speech Quality Probing speech quality information in asr systems,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.038971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ca9a0bad-d86f-4c0c-a673-5b36c8514b5a · outbound

This paper cites Reformulation strategies for eigenvalue optimization using sylvester’s criterion and cholesky decomposition,.

Multivariate Probabilistic Assessment of Speech Quality Reformulation strategies for eigenvalue optimization using sylvester’s criterion and cholesky decomposition,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:37:21.025166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09abc07b-f30b-4c1b-b797-5458f54b6a05 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Multivariate Probabilistic Assessment of Speech Quality Adam: A Method for Stochastic Optimization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:37:20.954688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fa5e9ef6-3509-4280-bab5-32d1cff70a15 · inbound