Paper Citation Record · LEDGER

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis

As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2510.10774.

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

pith.paper-citation-record.v1
2510.10774 v3

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:17:45.506100Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:17:41.821457Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 190b0dc4-c8c6-4599-9b0e-be9471148fd4 · outbound

This paper cites Persian, although spoken by more than 100 million people worldwide, remains significantly under- represented in speech corpora compared to high-resource languages such as English.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Persian, although spoken by more than 100 million people worldwide, remains significantly under- represented in speech corpora compared to high-resource languages such as English

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:41.605111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0e8d3b0-4d08-48be-9860-72519bfe2f81 · outbound

This paper cites ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:41.821457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a399881c-b80f-44ff-93b9-bd42c650cf16 · outbound

This paper cites an unresolved cited work.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:41.976790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b58c1500-7fe9-41d9-981f-9ce4d607146b · outbound

This paper cites an unresolved cited work.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.188591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e994f30d-f6d5-40f8-bc30-15a2226b03cb · outbound

This paper cites an unresolved cited work.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.347797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fcbdc75-9a15-49e7-bef6-1266f60a8918 · outbound

This paper cites Binary search continues until re-transcription differs from the origi- nal.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Binary search continues until re-transcription differs from the origi- nal

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.496763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 485a3165-3922-4f3a-a12c-59e659f2c705 · outbound

This paper cites This approach ensures that each segment contains only the essential speech content while maintaining transcription accuracy.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis This approach ensures that each segment contains only the essential speech content while maintaining transcription accuracy

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.599071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14bc078c-da92-4243-941b-977c74c6406f · outbound

This paper cites Collection and Processing Results Out of 3,807 books (9,538 hours), we fully processed 2,000.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Collection and Processing Results Out of 3,807 books (9,538 hours), we fully processed 2,000

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.713961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40d3a534-7145-466c-8b3a-e2114fc17829 · outbound

This paper cites Training:A BPE model was trained, and 2,500 new Per- sian tokens were extracted from Copera and added to the GPT model vocabulary.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Training:A BPE model was trained, and 2,500 new Per- sian tokens were extracted from Copera and added to the GPT model vocabulary

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:42.857606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 286b6f04-4f8e-4fbf-8280-d840015c4958 · outbound

This paper cites an unresolved cited work.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.026902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90464b4-3d5a-47c5-91b4-89a77fbfc108 · outbound

This paper cites Attention is all you need.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Attention is all you need

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.172516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e32f4bf4-0951-4849-ac5c-03b0cdce5e9c · outbound

This paper cites Librispeech: An asr corpus based on public domain audio books.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Librispeech: An asr corpus based on public domain audio books

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.302446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12b5401f-a2b9-4553-8992-cfef05532687 · outbound

This paper cites The lj speech dataset, 2017.https://keithito.com/ LJ-Speech-Dataset/.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis The lj speech dataset, 2017.https://keithito.com/ LJ-Speech-Dataset/

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.396224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a15d94aa-b61a-4a31-82ee-e873424bd98f · outbound

This paper cites Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit, 2017.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit, 2017

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.484771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a4395a-97e2-4646-939d-8f26357d7598 · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Common Voice: A Massively-Multilingual Speech Corpus

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.634745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26ada9f8-aed5-4442-a131-dccbfd027460 · outbound

This paper cites Mls: A large- scale multilingual dataset for speech research.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Mls: A large- scale multilingual dataset for speech research

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.775671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 512e650d-05d0-4566-8218-f216c51451e2 · outbound

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

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:43.934752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3122dd-39b0-48a7-b35a-da162b972c53 · outbound

This paper cites A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis A Multi Purpose and Large Scale Speech Corpus in Persian and English for Speaker and Speech Recognition: the DeepMine Database

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.054749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c7aae63-dce6-415c-a61f-a9e1c61c1ef5 · outbound

This paper cites ArmanTTS single-speaker Persian dataset.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis ArmanTTS single-speaker Persian dataset

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.244772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9dc8844-02a9-4c10-89ba-57fbc9274576 · outbound

This paper cites ManaTTS Persian: a recipe for creating TTS datasets for lower resource languages.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis ManaTTS Persian: a recipe for creating TTS datasets for lower resource languages

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.404775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8007dbe-4b52-40df-9991-46aeedd2e9cb · outbound

This paper cites End-to-end multi- speaker fastspeech2 with hierarchical decoder.IEEE Ac- cess, 13:127805–127814, 2025.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis End-to-end multi- speaker fastspeech2 with hierarchical decoder.IEEE Ac- cess, 13:127805–127814, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.553412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 550374eb-971b-4588-95db-cec1d30a513d · outbound

This paper cites Deepmine-multi-tts: a persian speech corpus for multi-speaker text-to-speech.Language Resources and Evaluation, 59:2245–2264, 2025.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Deepmine-multi-tts: a persian speech corpus for multi-speaker text-to-speech.Language Resources and Evaluation, 59:2245–2264, 2025

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.637374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27b2bae3-c57f-4a0f-bf2b-fcde867e8d89 · outbound

This paper cites Parsbert: Transformer-based model for persian language under- standing.Neural Processing Letters, 53(6):3831–3847, October 2021.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Parsbert: Transformer-based model for persian language under- standing.Neural Processing Letters, 53(6):3831–3847, October 2021

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.737114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaaef879-b2b1-4ef1-b8ea-747db4f5e7c4 · outbound

This paper cites Persianpunc, 2025.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Persianpunc, 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:44.884592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87d787a5-f1b3-44db-b6e6-98cb74f4a8b6 · outbound

This paper cites Webrtc voice activity detector.https: //github.com/wiseman/py-webrtcvad.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Webrtc voice activity detector.https: //github.com/wiseman/py-webrtcvad

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:45.026168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecee115a-6c73-4fe2-a973-97143ecd780f · outbound

This paper cites Ina’s mirex 2018 music and speech detec- tion system.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis Ina’s mirex 2018 music and speech detec- tion system

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:45.165224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f02eb9d-ed3d-47f7-b723-31c9988c68c1 · outbound

This paper cites ECAPA-TDNN: Empha- sized channel attention, propagation and aggregation in TDNN based speaker verification.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis ECAPA-TDNN: Empha- sized channel attention, propagation and aggregation in TDNN based speaker verification

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:45.373146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa2e9eef-15e4-4f97-aadc-7ed3d18401ba · outbound

This paper cites XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model.

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T10:17:45.506100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c0e8d3b0-4d08-48be-9860-72519bfe2f81 · inbound