Paper Citation Record · LEDGER

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2506.16127.

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

pith.paper-citation-record.v1
2506.16127 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:32:52.587805Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:32:52.479744Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T19:32:52.721528Z

Reference resolution

34 of 34 outbound references displayed

verified exact3
verified fuzzy15
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d496796e-ee2e-4d51-8496-8fa2868e2255 · outbound

This paper cites Dysarthria arises from neurological conditions that im- pair the control and coordination of the muscles involved in speech production.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Dysarthria arises from neurological conditions that im- pair the control and coordination of the muscles involved in speech production

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.910823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4f72af9c-a8ed-4c1b-b6f8-a7e0305f22c4 · outbound

This paper cites Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:32:52.725146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8710986-c3b1-4972-8293-d45e559ceb28 · outbound

This paper cites We begin by describing our approach for generating reg- ular speech from dysarthric speech.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching We begin by describing our approach for generating reg- ular speech from dysarthric speech

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.901739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3c17b01e-b069-4c91-9a3f-118d97464ee1 · outbound

This paper cites an unresolved cited work.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:32:52.892713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 826c51cc-8faa-448e-ae6d-a3ef731a635b · outbound

This paper cites As baselines, we use wav2vec2-base-960h [29] and its finetuned counterpart trained on the same SAPC dataset.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching As baselines, we use wav2vec2-base-960h [29] and its finetuned counterpart trained on the same SAPC dataset

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.882809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7ddd244-2810-47ce-9251-caa2605406da · outbound

This paper cites Our experiments show that acoustic discrete units not only achieve significantly faster convergence than mel-spectrograms but also produce speech with higher intelligibility.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Our experiments show that acoustic discrete units not only achieve significantly faster convergence than mel-spectrograms but also produce speech with higher intelligibility

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.873205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 174336e2-7b9b-4f0b-82fa-2c7b67d82402 · outbound

This paper cites F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.496976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09db6d97-f7e2-41bf-be42-114297c57a37 · outbound

This paper cites BigVGAN: A Universal Neural Vocoder with Large-Scale Training.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching BigVGAN: A Universal Neural Vocoder with Large-Scale Training

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.503822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7798712a-aa0b-4c91-b91a-58f4ffed0ad4 · outbound

This paper cites Data augmentation using healthy speech for dysarthric speech recognition.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Data augmentation using healthy speech for dysarthric speech recognition

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.863645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb8befb9-1498-4169-b4bf-48abd426d5e2 · outbound

This paper cites Intelligibility of modifications to dysarthric speech,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Intelligibility of modifications to dysarthric speech,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.854399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 120001e2-c0a5-4347-aa71-e1efe81f5fd8 · outbound

This paper cites Improving Dysarthric Speech Intelligibility Using Cycle-consistent Adversarial Training.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Improving Dysarthric Speech Intelligibility Using Cycle-consistent Adversarial Training

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:32:52.686109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2e46814-8f2d-41dc-9205-b540baf6c497 · outbound

This paper cites Phoneme-discriminative features for dysarthric speech conversion.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Phoneme-discriminative features for dysarthric speech conversion

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.845225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 20a9d183-0b23-4a86-83eb-0e4d3e4f8d82 · outbound

This paper cites Improving the efficiency of dysarthria voice conversion system based on data augmentation,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Improving the efficiency of dysarthria voice conversion system based on data augmentation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.835932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f86ebd93-f4a4-4ab3-8d0f-aeedfa43d395 · outbound

This paper cites Generative adver- sarial networks,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Generative adver- sarial networks,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.524100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b1e227d-5d63-4bda-8cc0-443acbdb8c9c · outbound

This paper cites Generative adversarial networks: An overview,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Generative adversarial networks: An overview,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.821067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 270b2e4d-5d46-476e-87a0-6315041f2df2 · outbound

This paper cites Improving gans for speech enhance- ment,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Improving gans for speech enhance- ment,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.811526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 581b7cad-f246-4da2-83ee-ac9667036218 · outbound

This paper cites CMGAN: Conformer-based Metric GAN for Speech Enhancement.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching CMGAN: Conformer-based Metric GAN for Speech Enhancement

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.533814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fd5f301-822b-4087-b13a-7486ee2df487 · outbound

This paper cites Exploring speech en- hancement with generative adversarial networks for robust speech recognition,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Exploring speech en- hancement with generative adversarial networks for robust speech recognition,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.801901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cb57a0d7-7cda-4d1b-8e63-d42ea1c868f5 · outbound

This paper cites SEGAN: Speech Enhancement Generative Adversarial Network.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching SEGAN: Speech Enhancement Generative Adversarial Network

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.540466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cece7b6-6472-48cd-9e88-9bfdce0e1709 · outbound

This paper cites Unit- dsr: Dysarthric speech reconstruction system using speech unit normalization,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Unit- dsr: Dysarthric speech reconstruction system using speech unit normalization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.792472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f25702d7-5632-41f9-a49e-97e7fa395b3e · outbound

This paper cites Community-supported shared infrastructure in support of speech accessibility,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Community-supported shared infrastructure in support of speech accessibility,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.546985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a99d50d4-4dd6-4f89-a014-36f0c61630a0 · outbound

This paper cites Self-Supervised Speech Representations are More Phonetic than Semantic.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Self-Supervised Speech Representations are More Phonetic than Semantic

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.550002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a25e2a9b-3840-435c-8e50-6eb837b807a3 · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.553948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdf7803b-1667-44a8-998c-95007402fe8d · outbound

This paper cites Wavlm: Large-scale self- supervised pre-training for full stack speech processing,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.556960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a97d60e7-243c-4bd0-8e50-1b69d7a0dc33 · outbound

This paper cites Comparative layer-wise anal- ysis of self-supervised speech models,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Comparative layer-wise anal- ysis of self-supervised speech models,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.765711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ec7502c-d233-40eb-b74d-3454dcfff290 · outbound

This paper cites A comparison of discrete and soft speech units for improved voice conversion,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching A comparison of discrete and soft speech units for improved voice conversion,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.755665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ecc7939b-7dee-43be-b9b5-08201714d797 · outbound

This paper cites An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speech.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speech

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:32:52.646551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b4a7884-55c8-43bf-8498-85785688ea43 · outbound

This paper cites Enhancing dysarthric speech recognition through sepformer and hierarchical attention network models with mul- tistage transfer learning,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Enhancing dysarthric speech recognition through sepformer and hierarchical attention network models with mul- tistage transfer learning,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:32:52.746094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1f01920a-accd-4d87-b6aa-ef1c745e700d · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Lib- rispeech: an asr corpus based on public domain audio books,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.572214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3470d9a5-a1c5-459d-9c1d-a7bd6143cace · outbound

This paper cites GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.575179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae6d9e7-e12c-4cd5-98cb-8ce49c00d530 · outbound

This paper cites VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.578363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0540b055-f97b-4ef2-a49c-79d61c12bf6a · outbound

This paper cites Flow Matching for Generative Modeling.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Flow Matching for Generative Modeling

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.581574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f3b392d-119a-426d-b984-46fe3162235a · outbound

This paper cites Decoupled Weight Decay Regularization.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching Decoupled Weight Decay Regularization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.584553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00cc977c-11e2-4a7f-968d-8f63827cde68 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,.

Improved Intelligibility of Dysarthric Speech using Conditional Flow Matching wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T19:32:52.587805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4f72af9c-a8ed-4c1b-b6f8-a7e0305f22c4 · inbound