Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:28:03.066429Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2505.15061.
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 2026-08-07T15:28:03.066429Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:27:58.440889Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T00:59:56.411210Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c51a7411-f08c-4fc3-a1fc-95f2ca59c90d · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17b03289-f42a-4ff1-9120-16048fd7ddba · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Speech Quality Estimation: Models and Trends,
Reference 2
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 6cb42b73-4b7c-4e0d-b8d1-ca4a168bef27 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Unresolved cited work
Reference 3
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 acdeb8db-a514-4603-be5a-a3073b640b40 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Unresolved cited work
Reference 4
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 02d4cf45-0602-4757-924f-479bd72ce4c7 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Unresolved cited work
Reference 5
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 6343ec3b-5f95-4d1f-8882-45224c0b29f6 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,
Reference 6
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 6dc804ba-5b49-4974-bdae-b4568eb53419 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Speech quality assessment,
Reference 7
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 81616ce7-c9a7-4040-8ebb-725042a8ae56 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit MOSNet: Deep Learning-Based Objective Assessment for Voice Conversion,
Reference 8
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 68135304-236a-4e45-b0f4-f58a04201fbe · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit A review on subjective and objective evaluation of synthetic speech,
Reference 9
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 687b92b2-576d-49de-8a40-44c29a674ede · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit An Al- gorithm for Intelligibility Prediction of TimeFrequency Weighted Noisy Speech,
Reference 10
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 de63a51d-0cb1-4d18-93a7-9c8d608a27fc · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Mel-cepstral distance measure for objective speech quality assessment,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf9fadf-3cfe-4cf3-aabe-06025d193970 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit The Voicemos Challenge 2024: Beyond Speech Quality Prediction,
Reference 12
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 3d832d82-6e22-446a-a8ad-6fc86894596d · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit AutoMOS: Learning a non-intrusive assessor of naturalness-of-speech
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 112ea42e-d165-4702-93a4-b64fc554ff7d · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Torchaudio-squim: Reference-less speech quality and intelligibility measures in torchaudio,
Reference 14
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 8e877be0-1bf8-40f4-93e3-24bc5b71b792 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit DNSMOS: A Non- Intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors,
Reference 15
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 2d9b6c6b-c28b-4b88-aa88-7e6ee7546c46 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit The VoiceMOS Challenge 2022,
Reference 16
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 2482ec1a-57d7-4a76-97db-7b8ccef0660a · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit The Voicemos Challenge 2023: Zero-Shot Subjective Speech Quality Prediction for Multiple Domains,
Reference 17
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 6e572b51-e5f8-42c1-a471-a64f910c57d0 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Generaliza- tion ability of MOS prediction networks,
Reference 18
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 5c1ce8ff-68a5-48db-97cb-bbf5d3200416 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022,
Reference 19
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 0e4c87d8-7628-4902-9837-75848e9a1bba · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit How do voices from past speech synthesis challenges compare today?
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2e3d3b2-f745-46f9-929f-7e5ec3b75e7b · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit SpeechBERTScore: Reference-Aware Automatic Evaluation of Speech Generation Leveraging NLP Evaluation Metrics,
Reference 21
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 2ca48c2f-7018-4db2-8bf8-a2f6be8817d2 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09396629-52f3-4690-b895-9a39664efe2e · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasets,
Reference 23
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 6453a74d-c0b7-4f19-b1d8-8f0fac00084d · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Self-supervised speech representation learning: A review,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2b7b22f-4ad8-4c73-91b0-4c51f9f0dc13 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit RAMP: Retrieval- Augmented MOS Prediction via Confidence-based Dynamic Weighting,
Reference 25
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 936f9241-75e6-43bb-8913-339eb3930deb · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit The Singing Voice Conversion Challenge 2023,
Reference 26
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 6294b4b8-8c7e-4460-af43-589f6412482f · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit The Kaldi Speech Recognition Toolkit,
Reference 27
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 86aaaa1a-b7c7-4d64-82a6-0341515bb59b · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit ESPnet: End-to-End Speech Processing Toolkit,
Reference 28
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 07f8f61e-1b87-42df-9ecf-7ae14f9ea84e · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit An End- To-End Non-Intrusive Model for Subjective and Objective Real- World Speech Assessment Using a Multi-Task Framework,
Reference 29
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 0d1a0ec6-69e4-4859-98c9-6c1d8c39dd40 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Espnet-TTS: Unified, Reproducible, and Integratable Open Source End-to-End Text-to- Speech Toolkit,
Reference 30
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 fd44c759-bdfc-4bd8-b71d-c3ecc88d89b8 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Utilizing Self-Supervised Representations for MOS Prediction,
Reference 31
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 23d6e7d9-910d-4aeb-bd38-8534d5b49be5 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit On the NISQA dataset, on average, the WavLM large model [33] and the XLS-R 1b model [34] achieved the best and second best scores on the Sys MSE and Sys SRCC metrics, respectively
Reference 32
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 d9a2b204-f6f0-48eb-92f0-453313c43342 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit MB- NET: MOS Prediction for Synthesized Speech with Mean-Bias Network,
Reference 33
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 ccae44fd-d877-47cd-ac64-edd7305536fd · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit LDNet: uni- fied listener dependent modeling in MOS prediction for synthetic speech,
Reference 34
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 41da7b5e-66d8-4ff5-b61e-2f57760076c8 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Alignnet: Learning dataset score align- ment functions to enable better training of speech quality estima- tors,
Reference 35
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 b1532b15-934d-4afe-9c62-277a48251fe8 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit VoxSim: A perceptual voice similarity dataset,
Reference 36
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 87b739b1-812e-4f75-9d76-43b334dc497b · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit A Large- Scale Evaluation of Speech Foundation Models,
Reference 37
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 fc11a089-7fa0-45a6-b6b9-c2ddf825a917 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language,
Reference 38
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 e82ef2e9-c752-404e-98af-c00c7a450908 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit WavLM: Large-scale self-supervised pre-training for full stack speech processing,
Reference 39
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 6f803eb1-b3c2-4419-912d-140668090ed4 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit XLS-R: Self-supervised Cross-lingual Speech Rep- resentation Learning at Scale,
Reference 40
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 bbc1f6f4-160d-4abb-816d-fa9e27ff09f0 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 41
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 e3f0447e-2af3-4381-a9c1-b093fdf438f9 · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit PAM: Prompting Audio- Language Models for Audio Quality Assessment,
Reference 43
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 72a379e7-d0ab-465d-ad96-9a05c8242d2d · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Audio Large Language Models Can Be Descriptive Speech Quality Evaluators,
Reference 44
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 964e5b53-eb6d-44da-b0a7-50f33ac1377f · outbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Each sample was rated by 8 distinct listeners
Reference 2022
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 c51a7411-f08c-4fc3-a1fc-95f2ca59c90d · inbound
SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b40b310-2311-414f-955d-0e1c5e80c18d · inbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit
Reference 41
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.