Paper Citation Record · LEDGER

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling

As of 22 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2412.14890.

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

pith.paper-citation-record.v1
2412.14890 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:52:02.208288Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:34:10.985344Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:34:11.100456Z

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy25
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a14177bd-ad2c-43f7-8790-2d0db3d4b51a · outbound

This paper cites an unresolved cited work.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.036895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b1f8548-ef68-4b19-8232-9bbfc7f2a327 · outbound

This paper cites Toward universal speech enhancement for diverse input conditions,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Toward universal speech enhancement for diverse input conditions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.746609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ed2376b4-e4d6-4a0e-b953-ef408c0214f2 · outbound

This paper cites Improving design of input condition invariant speech enhancement,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Improving design of input condition invariant speech enhancement,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.733618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4b3ee41a-668b-4442-a8dc-de4323a1122f · outbound

This paper cites Beyond performance plateaus: A comprehensive study on scalability in speech enhancement,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Beyond performance plateaus: A comprehensive study on scalability in speech enhancement,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.721060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2e06e545-298b-4931-a730-c4601a8170bb · outbound

This paper cites Complexity scaling for speech denoising,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Complexity scaling for speech denoising,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.708281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d65c85fc-b86f-4fd5-bca2-5ade30b1cb1d · outbound

This paper cites The effect of training dataset size on discriminative and diffusion-based speech enhancement systems,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling The effect of training dataset size on discriminative and diffusion-based speech enhancement systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.692772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f2fbab19-098d-4293-97b9-b3fecfe6a4cb · outbound

This paper cites NaturalSpeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling NaturalSpeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.678109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f351a62f-b996-4c87-acfb-5b03d6052eae · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.070649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d809cfac-26e4-4f6f-938a-f4c1bdbf24e0 · outbound

This paper cites V oicebox: Text- guided multilingual universal speech generation at scale,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling V oicebox: Text- guided multilingual universal speech generation at scale,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.664160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 682a8efb-6615-4a46-ba79-aa12c7499acb · outbound

This paper cites XTTS: A massively multilingual zero-shot text-to-speech model,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling XTTS: A massively multilingual zero-shot text-to-speech model,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.649729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b92ec8f-25d7-4e4b-8804-c34fff244045 · outbound

This paper cites Seed-TTS: A Family of High-Quality Versatile Speech Generation Models.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Seed-TTS: A Family of High-Quality Versatile Speech Generation Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.085944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce706718-366e-4f8b-8383-7fc2af091fc3 · outbound

This paper cites BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.091428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6413e5e8-be8d-48ea-8d88-d50c9a897df7 · outbound

This paper cites SynthASR: Unlocking synthetic data for speech recogni- tion,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling SynthASR: Unlocking synthetic data for speech recogni- tion,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.635044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 47f60589-8515-4150-8ab2-42914128b0e9 · outbound

This paper cites Deep generative models for synthetic data: A survey,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Deep generative models for synthetic data: A survey,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.619232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2eea7ee8-48b8-4bb9-8e91-9ee63f773130 · outbound

This paper cites On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.106214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3880b1b4-f7d4-423c-8a4d-0969979c2298 · outbound

This paper cites SynAug: Synthesis- based data augmentation for text-dependent speaker verification,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling SynAug: Synthesis- based data augmentation for text-dependent speaker verification,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.602191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2b82fcff-b987-46e0-aa40-ddf218ee7415 · outbound

This paper cites Speech enhancement using deep learning methods: A review,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Speech enhancement using deep learning methods: A review,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.585561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20e6c184-67ba-47b2-8cd3-8329ad5903a9 · outbound

This paper cites Conv-TasNet: Surpassing ideal time– frequency magnitude masking for speech separation,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Conv-TasNet: Surpassing ideal time– frequency magnitude masking for speech separation,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.121155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3038e4d7-c93d-4705-b526-5d88c6a2490f · outbound

This paper cites Music source separation with band-split RNN,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Music source separation with band-split RNN,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.561999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c5a9e386-b460-42ab-931d-d1442b4d408c · outbound

This paper cites Speech enhancement and dereverberation with diffusion-based genera- tive models,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Speech enhancement and dereverberation with diffusion-based genera- tive models,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.131773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c04641b3-c136-4aae-8408-a429a73269a8 · outbound

This paper cites DDTSE: Discriminative diffusion model for target speech extraction,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling DDTSE: Discriminative diffusion model for target speech extraction,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.541300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 92d5a7c0-84ce-439c-9c7a-d88396ab9c93 · outbound

This paper cites Conditional diffusion probabilistic model for speech enhancement,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Conditional diffusion probabilistic model for speech enhancement,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.527505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 96fa7e95-dda6-4de2-b2ae-c430ed53d386 · outbound

This paper cites Diffusion-based Generative Modeling with Discriminative Guidance for Streamable Speech Enhancement.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Diffusion-based Generative Modeling with Discriminative Guidance for Streamable Speech Enhancement

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:52:02.267824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9b206c6c-41e4-4e62-9b8a-9e0cee88fcb7 · outbound

This paper cites LibriMix: An Open-Source Dataset for Generalizable Speech Separation.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling LibriMix: An Open-Source Dataset for Generalizable Speech Separation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.153325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 572fc6ed-931b-4986-875a-2fa7c88f25bb · outbound

This paper cites Librispeech: an ASR corpus based on public domain audio books,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Librispeech: an ASR corpus based on public domain audio books,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.158220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2b67349-0a6b-4171-a72f-8a91272ec476 · outbound

This paper cites WHAM!: Extending speech separation to noisy environments,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling WHAM!: Extending speech separation to noisy environments,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.501884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e77cfd80-1703-48b5-b645-438bddb33f96 · outbound

This paper cites TUT database for acoustic scene classification and sound event detection,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling TUT database for acoustic scene classification and sound event detection,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.486295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa5ca55c-2209-4efd-9650-ca695629e633 · outbound

This paper cites Common voice: A massively-multilingual speech corpus,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Common voice: A massively-multilingual speech corpus,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.469919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7bec1413-8bb8-4021-805c-b54d83c1d687 · outbound

This paper cites ESPnet- SE: End-to-end speech enhancement and separation toolkit designed for ASR integration,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling ESPnet- SE: End-to-end speech enhancement and separation toolkit designed for ASR integration,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.456196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a1fbb37d-d8dc-4b9f-ae44-7846399c4830 · outbound

This paper cites Freesound datasets: A platform for the creation of open audio datasets,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Freesound datasets: A platform for the creation of open audio datasets,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.442371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ecf8c74-8e07-4aba-afbc-25b1f04e40ba · outbound

This paper cites Audio set: An ontology and human- labeled dataset for audio events,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Audio set: An ontology and human- labeled dataset for audio events,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.426314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 78429498-d8b2-4317-aa59-12a532b08ed5 · outbound

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

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.409117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7bb1bff7-a674-47ad-8515-865f963ee91b · outbound

This paper cites An algorithm for predicting the intelligibility of speech masked by modulated noise maskers,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling An algorithm for predicting the intelligibility of speech masked by modulated noise maskers,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:52:02.194971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6946ca85-01d5-4245-9b20-b045af5ec7f8 · outbound

This paper cites Performance measurement in blind audio source separation,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Performance measurement in blind audio source separation,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.374604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 33c0ce8f-ecc4-4c3a-9ddc-c30cef0f8d25 · outbound

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

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling DNSMOS: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.359508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6bd4f2ca-60b1-40aa-a41d-5da8d227ff4e · outbound

This paper cites Comparative intelligibility investigation of single-channel noise-reduction algorithms for Chinese, Japanese, and English,.

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling Comparative intelligibility investigation of single-channel noise-reduction algorithms for Chinese, Japanese, and English,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:52:02.344458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 7e756b8c-a242-4173-b0b9-26a309a11357 · inbound

Less is More: Data Curation Matters in Scaling Speech Enhancement cites this paper.

Less is More: Data Curation Matters in Scaling Speech Enhancement Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:34:11.146381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.