Paper Citation Record · LEDGER

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods

As of 7 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 2 inbound Pith citation observations for arXiv:2507.21463.

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

pith.paper-citation-record.v1
2507.21463 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:49:23.461724Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T22:11:44.891731Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

68 of 68 outbound references displayed

verified exact3
verified fuzzy2
unresolved63
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation c9987e9c-dc00-46ec-9860-5cfaef5566e5 · outbound

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

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Common Voice: A Massively-Multilingual Speech Corpus

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:16.109262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b43baf23-d4c3-40a3-ab27-5045af3ae2e5 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:30.501262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f1c21fd1-9842-447b-8a1c-14db27d29faa · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:16.380954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42bed4f2-64cc-40a0-803e-8e9e71bf4a9b · outbound

This paper cites Better speech synthesis through scaling.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Better speech synthesis through scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:16.507053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b795fdef-6ef0-4d55-8dec-46e705ad491b · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:30.332778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d55c6528-ca32-4c50-b7dd-ac935739521c · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:30.174804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ff333110-2508-4d9c-ac63-e78ad92329b7 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:30.063823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f0723bbf-ac12-4baf-a57e-cc4e1540a1ac · outbound

This paper cites DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:49:24.188852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6aa4e4e3-e00c-4d79-a1a4-392d6e8779a6 · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:17.286507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b02aa88a-7abb-4e3f-b8ce-3ee636b21248 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.911172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfb34f30-d3f1-4886-b825-f27c1367b1b2 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.796677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6ff2744d-f53f-4261-9a62-960fe4b5a31e · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.616553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bd611872-f44b-4e2d-aa23-8a946cd85e5e · outbound

This paper cites FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:17.719579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4e8b532-a6da-45ad-910b-7b94b0962ca1 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.454440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 95373f29-eb26-435d-962f-d1ec4e8d1720 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.321706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7c14684-9af6-4d4e-b542-759175bd9055 · outbound

This paper cites NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:17.992858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e17cd27f-a7ce-4d3f-940b-1558d0ab0e60 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:18.064225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c9bbee2-7025-4542-8a96-aa43756a4f12 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.156541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1dc113d3-316e-4166-aa87-4f53430c2671 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:29.008869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4dc224b0-c7c8-4b98-ae8c-7ac9c95f0d86 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.829891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa547134-f297-4536-8165-f271ae3a8195 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:18.445330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7abc3030-2a69-4bf4-a3ed-3c2d89ab3aaa · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:18.531389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dd19412-ab79-4fa3-a76a-359aec762036 · outbound

This paper cites DeepFakes: a New Threat to Face Recognition? Assessment and Detection.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:18.608824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2ddbf8-24a0-4683-9995-5792650e8ff3 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.670875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f3b43335-3925-402d-8c7e-30f7e114c9ea · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:18.849965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dddd6fd-f89a-48c3-b107-a4867a7daad4 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.523657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5971e48c-cb34-41f8-85f2-e0699c0d8cfc · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.337953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5dc34a79-2f36-458c-8dd8-d82dee8ac7aa · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.198838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b61df6a9-0e7a-4be2-a566-4ad5cfe5a60c · outbound

This paper cites Cross-Domain Audio Deepfake Detection: Dataset and Analysis.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Cross-Domain Audio Deepfake Detection: Dataset and Analysis

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.273972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80da568d-b212-4b0d-b9dc-962443201971 · outbound

This paper cites Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.352331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb5a0ba8-41c0-4959-a554-c5bd674b3d0c · outbound

This paper cites Zero-shot Voice Conversion with Diffusion Transformers.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Zero-shot Voice Conversion with Diffusion Transformers

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.452862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4033de45-2fb1-4340-922a-9cbac395b618 · outbound

This paper cites DiffGAN-TTS: High-Fidelity and Efficient Text-to-Speech with Denoising Diffusion GANs.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods DiffGAN-TTS: High-Fidelity and Efficient Text-to-Speech with Denoising Diffusion GANs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.541246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce65cf1-7f38-4863-bf96-b730fdb28a2c · outbound

This paper cites Natural language guidance of high-fidelity text-to-speech with synthetic annotations.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Natural language guidance of high-fidelity text-to-speech with synthetic annotations

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.629984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b75c5f7d-c52a-449c-a0ed-76c3e8b13b88 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:28.064416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d9e9765-b01b-4418-846d-1ffee2cf5a03 · outbound

This paper cites MLAAD: The Multi-Language Audio Anti-Spoofing Dataset.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:19.818966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c997d217-e032-4260-8c2f-08b9ee12c9c8 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.912413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1ce549fa-f98c-4246-b084-334aef279821 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.801367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 70b83770-d8c7-471e-b72e-651ff4d0ef1d · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.642526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a665e35-00dd-44fb-ad8b-cf52e2a20c8c · outbound

This paper cites Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:49:23.885090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e37c6bee-da50-460c-9edd-b0ac0a2cd86c · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:20.473695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4323427-4c3b-4b54-afea-929c59dfe720 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.444914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54d97059-bed6-4d30-a37b-860e9a05069d · outbound

This paper cites OpenVoice: Versatile Instant Voice Cloning.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods OpenVoice: Versatile Instant Voice Cloning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:20.584855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f47c130-17ac-44a8-9dd1-e4b0a9213935 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:20.605884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d997e4d6-8bde-4c02-9dcf-5cd64b047aed · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.235586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7901d73-ed3b-4997-a261-fb20acc11cca · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:27.045469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e24db8c-58ce-41dc-ab07-66902d655320 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:26.818995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a99b368e-9179-465a-ada5-1305950229a7 · outbound

This paper cites AISHELL-3: A Multi-speaker Mandarin TTS Corpus and the Baselines.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods AISHELL-3: A Multi-speaker Mandarin TTS Corpus and the Baselines

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:21.272793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01f62673-fb4b-4c32-8176-8f3d8c381bc2 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:26.597209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7e3a3ed2-1ede-43e9-8052-3824029df649 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:26.432324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d93e9092-d5d6-4327-806c-0bd95c0e7f89 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:26.247899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f2a0725e-02a2-4a70-a04e-be46069d02e8 · outbound

This paper cites A Survey on Neural Speech Synthesis.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods A Survey on Neural Speech Synthesis

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:21.791155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99ca9ce8-ed13-44e5-9f24-5869fc32c94e · outbound

This paper cites Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein model.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Malacopula: adversarial automatic speaker verification attacks using a neural-based generalised Hammerstein model

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:49:23.682240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 645f0579-aaf6-4f44-b9df-b7ef2e02930e · outbound

This paper cites o rn W Schuller, G \.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods o rn W Schuller, G \

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:49:26.047619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4c4f42a-9ff2-40d8-9c05-42763808c956 · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods WaveNet: A Generative Model for Raw Audio

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:22.226439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e3112fc-ce19-44b9-9134-3a3ff08ba052 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:25.861231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3117c809-33dd-40cd-bb78-4f97974d5016 · outbound

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

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:22.407513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2d56b80-e59f-41fb-92aa-323107d041ce · outbound

This paper cites ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:22.487433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b171752-8d01-4a53-8e45-7e588df96096 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:25.695271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e170af5-69cc-4df9-94e1-3720d475d67f · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:25.441395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d5919156-ba54-4abd-9b9a-0ce053e0e743 · outbound

This paper cites Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:49:25.273007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08eb2090-a3e2-45bc-8d29-7bd2d85b231c · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:25.079973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2782985c-cb22-4ffb-b3c6-40e5dfb32c13 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:24.929383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 16b75949-d083-43a1-82b0-afd7b4666002 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:24.737900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc2d467f-1403-49ce-9091-376afdb9f256 · outbound

This paper cites VoiceWukong: Benchmarking Deepfake Voice Detection.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods VoiceWukong: Benchmarking Deepfake Voice Detection

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:23.103508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cad3a876-b8cf-4d92-9bba-5ce6f11bfbf7 · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:24.590378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 42c2ea6f-000b-4daa-9af1-365cc11a266e · outbound

This paper cites an unresolved cited work.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:49:24.409579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c42f94a5-edc0-4fe7-93df-72df9d8c428d · outbound

This paper cites ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:23.359816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e51ba62-ed33-45dd-a688-90930bd33d8b · outbound

This paper cites LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech.

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T12:49:23.461724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bf7a20ec-4abf-4975-8772-f9a17653c7c5 · inbound

Alethia: A Foundational Encoder for Voice Deepfakes cites this paper.

Alethia: A Foundational Encoder for Voice Deepfakes SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:41:35.077427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f3cf598-00be-4be4-9d07-8b9cedeb8876 · inbound

Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents cites this paper.

Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods

Reference 161

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T22:15:05.547671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.