Paper Citation Record · LEDGER

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling

As of 6 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2601.12222.

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

pith.paper-citation-record.v1
2601.12222 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:53:18.015252Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:53:15.843405Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7405806-77a9-40c0-9151-de434ba94455 · outbound

This paper cites This highlights the urgency for automated song aesthetics evaluation.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling This highlights the urgency for automated song aesthetics evaluation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:15.766397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b9eee91-095f-4f41-a56d-3f092280d4a2 · outbound

This paper cites an unresolved cited work.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:15.898451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e5def6-3a69-4942-955f-01106ae65b38 · outbound

This paper cites Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:15.843405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cbd7d0f-c4a0-4891-99ff-df24604e2729 · outbound

This paper cites an unresolved cited work.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:15.987946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 702cce5f-3306-4178-9229-f9048c362e89 · outbound

This paper cites an unresolved cited work.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Unresolved cited work

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-03T09:53:15.933102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea79b601-4054-4930-9b40-565d6bca1f48 · outbound

This paper cites Musiceval: A generative music dataset with expert rat- ings for automatic text-to-music evaluation,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Musiceval: A generative music dataset with expert rat- ings for automatic text-to-music evaluation,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.591925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6bf4394-ebdf-4294-8c0e-85c4502f22c5 · outbound

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

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Nisqa: A deep cnn-self-attention model for multidimensional speech quality prediction with crowdsourced datasets,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.089451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37942e44-ed09-4f36-9d98-dac668ad1b02 · outbound

This paper cites However, these studies mostly do not target full-length song aesthetics evaluation.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling However, these studies mostly do not target full-length song aesthetics evaluation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:15.806089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17f71b31-c5a4-4901-a927-9e71fd295ea9 · outbound

This paper cites Ldnet: Unified listener dependent mod- eling in mos prediction for synthetic speech,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Ldnet: Unified listener dependent mod- eling in mos prediction for synthetic speech,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.169145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4cfbd10-8a22-405e-9cf2-3efbae58ffa7 · outbound

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

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Utmos: Utokyo-sarulab system for voicemos challenge 2022,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.236180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b1d64be-1e71-42cd-8b71-bbffef20880d · outbound

This paper cites Pitch-and-spectrum-aware singing quality assessment with bias correction and model fu- sion,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Pitch-and-spectrum-aware singing quality assessment with bias correction and model fu- sion,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.299735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10ba54a-1c1e-49ac-aae4-b5efe1f27d56 · outbound

This paper cites End- to-end automatic singing skill evaluation using cross- attention and data augmentation for solo singing and singing with accompaniment,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling End- to-end automatic singing skill evaluation using cross- attention and data augmentation for solo singing and singing with accompaniment,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.429516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08935185-338f-4cbd-a06d-1242a073ac96 · outbound

This paper cites The AudioMOS Challenge 2025.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling The AudioMOS Challenge 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.690620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a901e94-5d4c-499a-b71d-94067222f9fe · outbound

This paper cites Mm- mos: Multi-domain multi-axis audio quality assess- ment,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Mm- mos: Multi-domain multi-axis audio quality assess- ment,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.750745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c06d3fcd-d518-4eb5-bc67-a7ce980af0e0 · outbound

This paper cites Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.809406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d3aa96-020d-4d69-b566-d6b70846536d · outbound

This paper cites SongEval: A Benchmark Dataset for Song Aesthetics Evaluation.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling SongEval: A Benchmark Dataset for Song Aesthetics Evaluation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.885407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4653ee49-b08f-45d8-9268-1313cfc42ab7 · outbound

This paper cites an unresolved cited work.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:16.977985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17484b94-1b38-4d80-bc7d-a3ef2264da95 · outbound

This paper cites MuQ: Self-Supervised Music Representation Learning with Mel Residual Vector Quantization.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling MuQ: Self-Supervised Music Representation Learning with Mel Residual Vector Quantization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.035715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93dcecb5-14d0-417f-b9e3-b4715020a88e · outbound

This paper cites Cbam: Convolutional block attention module,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Cbam: Convolutional block attention module,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.070696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78ea390a-8489-46ea-b467-1628e38268ce · outbound

This paper cites Attention is all you need,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Attention is all you need,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.140292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6790b825-1cfc-4ff6-af6a-61e8e1407f45 · outbound

This paper cites Perceiving longer sequences with bi-directional cross- attention transformers,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Perceiving longer sequences with bi-directional cross- attention transformers,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.238396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f43bb73-d39d-4a57-8256-ef87a8adb9e0 · outbound

This paper cites A hierarchical de- pression detection model based on vocal and emotional cues,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling A hierarchical de- pression detection model based on vocal and emotional cues,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.401352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c466f080-c757-400d-9a82-d98609a7bc1d · outbound

This paper cites Generalization ability of mos predic- tion networks,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling Generalization ability of mos predic- tion networks,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.519523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f5fd9d6-7dab-4516-a51a-97895b31a49a · outbound

This paper cites The voicemos challenge 2022,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling The voicemos challenge 2022,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.705420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7fbf6b8-7ecb-4764-9616-b8ef4d518f91 · outbound

This paper cites KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:17.817175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e783e582-dc98-4ab4-8397-0f925ded92d6 · outbound

This paper cites The voicemos challenge 2024: Beyond speech quality prediction,.

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling The voicemos challenge 2024: Beyond speech quality prediction,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T09:53:18.015252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 28e5def6-3a69-4942-955f-01106ae65b38 · inbound