Paper Citation Record · LEDGER

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio

As of 7 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2506.06772.

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

pith.paper-citation-record.v1
2506.06772 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:08.304080Z

measured 24 of 24 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:08.207906Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:53:08.338721Z

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy19
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5acb9a32-ae84-4d61-acf7-1040a802155d · outbound

This paper cites SynHate: Detecting Hate Speech in Synthetic Deepfake Audio.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio SynHate: Detecting Hate Speech in Synthetic Deepfake Audio

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:53:08.345320Z

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 2670dd59-cceb-45db-98e5-085d39e64c61 · outbound

This paper cites an unresolved cited work.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:53:08.652173Z

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 ff1f0ccd-b81a-48ce-9e6f-d01008d3dced · outbound

This paper cites Our experimental setup aims to address the following key research questions.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Our experimental setup aims to address the following key research questions

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.639175Z

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 c882657b-07d0-46ab-a569-216e174d47c3 · outbound

This paper cites The models were trained on the designated training set and assessed on the test set, with detailed performance met- rics presented in Table 2.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio The models were trained on the designated training set and assessed on the test set, with detailed performance met- rics presented in Table 2

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.625934Z

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 8b282185-8fe6-4be6-a848-83d085bb28bd · outbound

This paper cites an unresolved cited work.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:53:08.611081Z

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 c60d61d6-795f-41a4-8f33-de6163bf837a · outbound

This paper cites Pipariya was supported by the ACM IKDD Uplink Internship.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Pipariya was supported by the ACM IKDD Uplink Internship

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.597189Z

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 49397c95-93f3-4b00-b4a0-2c17326bb131 · outbound

This paper cites Wavenet: A generative model for raw audio,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Wavenet: A generative model for raw audio,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.583484Z

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 8aeeea41-15ee-4aa0-a514-e76ba1ffd1b0 · outbound

This paper cites Tacotron: Towards end-to-end speech synthesis,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Tacotron: Towards end-to-end speech synthesis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.569448Z

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 05ecac8e-aade-49ea-afe4-20026cea1ef2 · outbound

This paper cites Sv-deit: Speaker verifica- tion with deitcap spoofing detection,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Sv-deit: Speaker verifica- tion with deitcap spoofing detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.554518Z

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 b86f1cb9-3644-4c8b-a42e-9f9bd146e770 · outbound

This paper cites Statnet: Spectral and temporal features based multi-task network for audio spoofing detection,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Statnet: Spectral and temporal features based multi-task network for audio spoofing detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.540760Z

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 e5a74116-6300-4008-9961-b6ddc90d56e6 · outbound

This paper cites Uncovering the deceptions: An analysis on audio spoof- ing detection and future prospects,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Uncovering the deceptions: An analysis on audio spoof- ing detection and future prospects,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.526806Z

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 67ed38c9-ba3b-4039-82a9-ecac83cf6772 · outbound

This paper cites Context encoded multi-modal attention network for de- tecting audio spoofing,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Context encoded multi-modal attention network for de- tecting audio spoofing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.512604Z

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 3a8c29bf-380b-4b78-8053-fed321da0a59 · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.498752Z

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 1ab0bb27-9d09-4e45-96f7-b7a4921abd1f · outbound

This paper cites Add 2022: the first audio deep synthesis de- tection challenge,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Add 2022: the first audio deep synthesis de- tection challenge,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.484100Z

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 84f2375d-45d9-4a73-8bef-15f083d6c259 · outbound

This paper cites Faking fluent: Un- veiling the achilles’ heel of multilingual deepfake detection,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Faking fluent: Un- veiling the achilles’ heel of multilingual deepfake detection,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.468921Z

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 c47717ab-0dfa-4107-9529-5866587c82b2 · outbound

This paper cites Detoxy: A large-scale multimodal dataset for toxicity classifi- cation in spoken utterances,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Detoxy: A large-scale multimodal dataset for toxicity classifi- cation in spoken utterances,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.455145Z

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 7537b2d8-74b3-449b-b16a-32bd45ee5fd0 · outbound

This paper cites Adima: Abuse detection in multilingual audio,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Adima: Abuse detection in multilingual audio,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.440908Z

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 54c524a9-14a8-4f0c-9704-90fc6a2ca81f · outbound

This paper cites Mutox: Universal multilingual audio-based toxicity dataset and zero-shot detector,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Mutox: Universal multilingual audio-based toxicity dataset and zero-shot detector,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.426584Z

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 f37ef6f5-ad12-4419-ae0c-bd927665dc4b · outbound

This paper cites Scaling speech technology to 1, 000+ languages,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Scaling speech technology to 1, 000+ languages,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.412130Z

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 366f69d8-1d88-40d5-a09c-1dc10aa75d50 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Robust speech recognition via large-scale weak supervision,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:08.290952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52cad7bc-70b7-4e73-94df-2474c2eb7a10 · outbound

This paper cites XLS-R: self-supervised cross-lingual speech representation learning at scale,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio XLS-R: self-supervised cross-lingual speech representation learning at scale,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.387673Z

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 27f23022-1956-489d-b200-31b877c29606 · outbound

This paper cites AST: audio spectrogram transformer,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio AST: audio spectrogram transformer,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.373361Z

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 4bb7a737-3526-42a2-b79d-fe952d055bcf · outbound

This paper cites mhubert-147: A compact multilingual hubert model,.

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio mhubert-147: A compact multilingual hubert model,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:08.359545Z

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.

Pith citing papers

Observation 5acb9a32-ae84-4d61-acf7-1040a802155d · inbound