Paper Citation Record · LEDGER

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2506.00950.

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

pith.paper-citation-record.v1
2506.00950 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:57:23.235199Z

measured 33 of 33 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:57:23.009987Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:57:23.893854Z

Reference resolution

32 of 32 outbound references displayed

verified exact5
verified fuzzy24
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aeed18b4-4bef-49bb-8a30-f977ed9b779c · outbound

This paper cites Conducting these studies requires significant time and cost, often relying on specialized labs or resorting to small- sample internal listening tests with expert listeners.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Conducting these studies requires significant time and cost, often relying on specialized labs or resorting to small- sample internal listening tests with expert listeners

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.417812Z

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 456820a3-626c-434b-a228-b20355efb286 · outbound

This paper cites Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T11:57:23.901653Z

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 8210acfe-d21b-407e-a643-99bf2c96b917 · outbound

This paper cites ranchor > rref.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods ranchor > rref

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.394817Z

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 8beed79e-1431-422c-919e-a96d9f0dbf0c · outbound

This paper cites Var(r1, r2,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Var(r1, r2,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.374041Z

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 1ff517ed-5f5b-436e-81ee-ab30f7ab3164 · outbound

This paper cites Experimental setup We set two main goals for evaluating our crowdsourced MUSHRA listening test.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Experimental setup We set two main goals for evaluating our crowdsourced MUSHRA listening test

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.353762Z

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 5678acfa-183d-4eb6-986d-d2c8ff879e42 · outbound

This paper cites ground truth.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods ground truth

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.335489Z

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 437c3775-6009-4335-9944-a5b7dc2b21cc · outbound

This paper cites We show that Prolific yields closer absolute alignment with expert ratings than MTurk, though both maintain reliable relative rankings.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods We show that Prolific yields closer absolute alignment with expert ratings than MTurk, though both maintain reliable relative rankings

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.317362Z

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 78703e28-f263-4d15-b6c7-a6267e5d34f8 · outbound

This paper cites Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.299137Z

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 54653e9e-be2f-44f2-a265-56a5797832d0 · outbound

This paper cites Perceptual Objective Listening Quality Assessment (POLQA), The Third Generation ITU-T Standard for End-to-End Speech Quality Measurement Part I–Temporal Alignment,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Perceptual Objective Listening Quality Assessment (POLQA), The Third Generation ITU-T Standard for End-to-End Speech Quality Measurement Part I–Temporal Alignment,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.280180Z

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 0203003d-9c32-45c4-bc50-b3fd7526a219 · outbound

This paper cites Perceptual Objective Listening Quality Assessment (POLQA), The Third Generation ITU-T Standard for End-to-End Speech Quality Measurement Part II–Perceptual Model,.

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.256280Z

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 59001a6c-351f-43a9-a2fb-66fce08bd8b1 · outbound

This paper cites Non-intrusive Speech Quality Assess- ment for Super-wideband Speech Communication Networks,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Non-intrusive Speech Quality Assess- ment for Super-wideband Speech Communication Networks,

Reference 11

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:57:23.872445Z

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 0d62c811-efb0-4fc0-8bee-50569dd9c20d · outbound

This paper cites NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasets,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasets,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.237350Z

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 6978e2a1-0a11-4362-baa3-9dd44e3f51b3 · outbound

This paper cites CROWD- MOS: An approach for crowdsourcing mean opinion score studies,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods CROWD- MOS: An approach for crowdsourcing mean opinion score studies,

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:57:23.783754Z

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 3adffb4c-5647-4c04-812d-7845a67cd5cf · outbound

This paper cites An Open Source Implementa- tion of ITU-T Recommendation P.808 with Validation,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods An Open Source Implementa- tion of ITU-T Recommendation P.808 with Validation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.215312Z

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 41149b3a-d623-4581-821c-ea6ee32ed8a0 · outbound

This paper cites Crowdsourced Multilingual Speech Intelligibility Testing,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Crowdsourced Multilingual Speech Intelligibility Testing,

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:57:23.688183Z

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 eb20a1ef-c7cc-427d-be7b-1f1f941124f2 · outbound

This paper cites Method for the subjective assessment of intermediate quality level of coding systems,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Method for the subjective assessment of intermediate quality level of coding systems,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.186709Z

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 f2446816-b1a3-4f32-8868-49390a6492fb · outbound

This paper cites Audio quality evaluation by experienced and inexperienced listeners,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Audio quality evaluation by experienced and inexperienced listeners,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.166742Z

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 e9af678b-be0a-4770-966f-930c63cf5094 · outbound

This paper cites Fast and easy crowdsourced perceptual audio evaluation,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Fast and easy crowdsourced perceptual audio evaluation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.145725Z

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 a2d122d9-faf5-4a66-83ca-5717aa4b513f · outbound

This paper cites High fidelity neural audio compression,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods High fidelity neural audio compression,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:23.964010Z

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 01ccd890-756b-4cce-874c-4bbfa35420ea · outbound

This paper cites webMUSHRA — A Comprehensive Framework for Web-based Listening Tests,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods webMUSHRA — A Comprehensive Framework for Web-based Listening Tests,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.100260Z

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 80ed9ba2-4a99-40a5-ae31-d49c5d0dc623 · outbound

This paper cites Reproducible Subjective Evaluation.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Reproducible Subjective Evaluation

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:57:23.494323Z

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 3bcfc0f0-6888-4242-bca8-89c4d6436be0 · outbound

This paper cites Speech quality evaluation of neural audio codecs,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Speech quality evaluation of neural audio codecs,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.079654Z

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 78cc254f-559f-46fd-be39-130500aceb8b · outbound

This paper cites P.808 : Subjective evaluation of speech quality with a crowdsourcing approach,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods P.808 : Subjective evaluation of speech quality with a crowdsourcing approach,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.059782Z

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 95803450-d77c-440d-b938-83b7040b2838 · outbound

This paper cites Is it harder to perceive coding artifact in foreign language items? – A study with Mandarin Chinese and German speaking listeners,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Is it harder to perceive coding artifact in foreign language items? – A study with Mandarin Chinese and German speaking listeners,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.039089Z

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 b92e93dd-14fb-4067-9876-0105c3b8342d · outbound

This paper cites P.800 : Methods for subjective determination of transmission quality,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods P.800 : Methods for subjective determination of transmission quality,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.014478Z

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 717a0e0d-d489-4683-9925-8361a520659d · outbound

This paper cites Webex AI Codec: Delivering Next-level Audio Experiences with AI/ML,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Webex AI Codec: Delivering Next-level Audio Experiences with AI/ML,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:23.981499Z

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 9640e55a-d7aa-4ebe-971a-4212f51ac5a6 · outbound

This paper cites V oice coding with opus,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods V oice coding with opus,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:23.948166Z

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 360cc93d-9e7b-466f-958a-a8c4e5b0b599 · outbound

This paper cites Overview of the EVS codec architecture,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Overview of the EVS codec architecture,

Reference 29

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:57:23.440489Z

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 f21dd6c3-80d1-46ba-9ffa-6afeef5cdf80 · outbound

This paper cites ViSQOL v3: An Open Source Production Ready Objective Speech and Audio Metric.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods ViSQOL v3: An Open Source Production Ready Objective Speech and Audio Metric

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:57:23.221514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc218afe-bcdb-4057-ba1f-088c2022abae · outbound

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

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise sup- pressors,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:57:23.229157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d26b04c-8c69-4a7f-b9a3-052a6fef63c2 · outbound

This paper cites SCOREQ: Speech quality assessment with contrastive regression,.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods SCOREQ: Speech quality assessment with contrastive regression,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:23.919844Z

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 5df0b802-1e5c-4017-a7e4-72b08bea65c9 · outbound

This paper cites Available: http://ieeexplore.ieee.org/document/ 7471749/.

Crowdsourcing MUSHRA Tests in the Age of Generative Speech Technologies: A Comparative Analysis of Subjective and Objective Testing Methods Available: http://ieeexplore.ieee.org/document/ 7471749/

Reference 623

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:57:24.123207Z

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

Observation 456820a3-626c-434b-a228-b20355efb286 · inbound