Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:48:47.579811Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2506.01455.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:48:47.579811Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:48:45.044629Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T11:48:48.072916Z
29 of 29 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f896ac61-a60d-44a7-b205-a226e45563e1 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Participants are asked to listen to the speech samples to be evaluated and rate one or more samples based on specific criteria
Reference 1
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 d7c7ffb2-2e68-4348-b8d2-cc015428fbbe · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Unresolved cited work
Reference 2
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 7d68a7a8-97eb-40c6-be18-2789b94f5e6b · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Universal Preference-Score-based Pairwise Speech Quality Assessment
Reference 3
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 5ae2b4d0-54f5-455a-b212-d024910e8abc · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Comparison with Baselines Table 1 presents the in-domain experimental results across eight scenarios (i.e., two label conditions×four training-testing sce- narios)
Reference 4
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 1d0d6a7c-f9d0-4357-88ae-34c04cf71636 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Dataset We conducted experiments using two MOS datasets
Reference 5
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 4caa39df-0906-4563-8abb-597bad9d50c9 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment When is it Better to Compare than to Score?
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 732fbf74-64bc-4faf-8f1c-d7492762d28b · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Nevertheless, the proposed UPPSQA still maintained stable performance, with accuracy higher than the baseline in most scenarios
Reference 7
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 ff6a098f-00ad-442b-b95d-99a4ecba0bfe · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Unresolved cited work
Reference 8
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 284525e3-cf42-43cf-b65c-eb48645c1892 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment MOSNet: Deep learning-based objec- tive assessment for voice conversion,
Reference 9
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 c05308ef-bd5e-4809-8616-0f360815a319 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment LDNet: Unified listener dependent modeling in mos prediction for syn- thetic speech,
Reference 10
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 d56d7c16-0ddc-4ae7-9806-f3cfb96aa8e1 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Generaliza- tion ability of mos prediction networks,
Reference 11
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 363ffd03-3913-4535-8e17-aa101051583b · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment UTMOS: UTokyo-SaruLab system for V oice- MOS Challenge 2022,
Reference 12
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 9b55ef36-db42-4e8a-bb2e-e2245ee2e443 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment SAMOS: A neural MOS prediction model leveraging semantic representations and acoustic features,
Reference 13
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 a858fa76-3faf-4d1d-9159-5331c035bf89 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment SOMOS: The Samsung Open MOS Dataset for the Evaluation of Neural Text-to-Speech Synthesis,
Reference 14
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 fe9b2631-fe37-4bab-bb93-b77a01bf36c3 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Wav2vec 2.0, widely used in var- ious speech tasks such as automatic speech recognition (ASR), is pre-trained on hundreds to thousands of hours of speech data
Reference 15
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 68a074d7-d1f2-403d-9cbb-911f42f4ef84 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment The reliability of the itu- p. 85 standard for the evaluation of text-to-speech systems,
Reference 16
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 83b0b802-abc3-4c7f-806d-34f07c84557a · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Best-worst scaling more reli- able than rating scales: A case study on sentiment intensity anno- tation,
Reference 17
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 388c1695-1a83-4adc-b1fb-ad32a0bee61a · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Predicting pairwise preferences between TTS audio stimuli using parallel ratings data and anti-symmetric twin neural networks,
Reference 18
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 a5b15c9c-20aa-4303-bfcc-6e4d5dececd6 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment NORESQA: A framework for speech quality assessment using non-matching references,
Reference 19
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 9d88d4ea-6631-4746-9746-c2199e017181 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Preference-based training framework for automatic speech quality assessment using deep neural network,
Reference 20
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 b557ba5b-37ef-46ef-8279-919075c1227f · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Embedding learning for preference-based speech quality assessment,
Reference 21
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 4e8ba6e2-6654-4064-8ab5-3f16f96a9bca · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment The Blizzard Challenge 2019,
Reference 22
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 d9244fb1-6f1a-4425-8095-44ed1533cf8d · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4febf913-44ef-40d2-8f30-007dd1f88938 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Wavlm: Large-scale self- supervised pre-training for full stack speech processing,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e6262cf-c5d1-41a6-ad67-ee1a3f812221 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Gaussian Error Linear Units (GELUs)
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 188cf69e-4c42-4160-b4e8-7409275da785 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Deep sparse rectifier neural networks,
Reference 26
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 815b3867-5ecc-4ee1-9a96-714af15df878 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment ESP- Net: End-to-end speech processing toolkit,
Reference 27
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 74cd0c1d-3d0a-4c74-acd2-9bcbd7c98daa · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Simple and Effective Zero-shot Cross-lingual Phoneme Recognition,
Reference 28
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 a3289121-fc7a-4e8b-acc0-76d74e5809d8 · outbound
Universal Preference-Score-based Pairwise Speech Quality Assessment A density-based algorithm for discovering clusters in large spatial databases with noise,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d68a7a8-97eb-40c6-be18-2789b94f5e6b · inbound
Universal Preference-Score-based Pairwise Speech Quality Assessment Universal Preference-Score-based Pairwise Speech Quality Assessment
Reference 3
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.