Paper Citation Record · LEDGER

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2505.17513.

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

pith.paper-citation-record.v1
2505.17513 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:49:47.656755Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact4
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c55fcb9e-dac5-4a1c-af06-229b669b029e · outbound

This paper cites Impact of Channel Variation on One-Class Learning for Spoof Detection.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Impact of Channel Variation on One-Class Learning for Spoof Detection

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:49:48.833831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13ff13b0-2c08-440c-a3f0-c65dda233dab · outbound

This paper cites Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:49:48.691609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3fafcc52-a3e3-4e72-b733-7607d21cd30b · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:43.625026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a54abb57-5f24-499f-8ea7-26cf1eebab8f · outbound

This paper cites Universal Sentence Encoder.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Universal Sentence Encoder

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:43.738323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 208de3b7-7c18-47ed-aab6-ce39db4f65a9 · outbound

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

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:43.905552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28fa8e13-1e58-4a4e-b3c9-5e14b15408fb · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:49:49.339139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b0ae0fd9-e672-4f71-86d7-233e226356f6 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:44.785894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b6e1d2-b797-4b87-97f9-1225c5845652 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:44.866721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1be32953-98fd-4ec6-8384-2df847e1e0a8 · outbound

This paper cites Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:44.970372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b56a6f-251a-42c5-9f75-25a0fe0c935e · outbound

This paper cites AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:45.097267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4714ed9b-e871-4e58-8bcc-448c2b447c48 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:45.258530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e966f09-e71a-44f5-9ecf-4edb4da65a8c · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:45.349694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2ba3a54-ff1c-4aeb-a1b5-545b1f5cdc07 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:49:49.171077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 181b4e5e-a954-4c12-b10f-d8fec3aee22f · outbound

This paper cites Meta Learning Text-to-Speech Synthesis in over 7000 Languages.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Meta Learning Text-to-Speech Synthesis in over 7000 Languages

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:49:48.411577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5126272d-91c6-4268-a46d-143782c4b8bb · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:45.743950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3b0ee03-8ca6-442e-b87a-e5e3f7c2edaf · outbound

This paper cites Complex-valued neural networks for voice anti-spoofing.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Complex-valued neural networks for voice anti-spoofing

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:49:48.239081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f9d4fb7-9363-449e-b945-6402b39825e4 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.005044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e66125d-8065-4395-801e-7ecefb9d2510 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.169285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77af73f3-9196-475b-aefe-b1cd052a36ea · outbound

This paper cites Post-Training BatchNorm Recalibration.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Post-Training BatchNorm Recalibration

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.285112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e69e34d-2830-4aa7-8e16-de4ba963aee2 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:49:48.984780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fff8c8e7-9cdb-4391-b4f2-803ec38f252a · outbound

This paper cites End-to-end anti-spoofing with RawNet2.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection End-to-end anti-spoofing with RawNet2

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.488118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b701762-dcb8-43bb-b429-c62676cf8218 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.638154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45d9138a-00a5-45c7-98cc-101ffc59524f · outbound

This paper cites Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.766401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1402ae28-032b-4bc8-849d-480540aed79a · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.864823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7639d229-db66-4668-bf10-1d85653fb72d · outbound

This paper cites Defense against adversarial attacks on spoofing countermeasures of ASV.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Defense against adversarial attacks on spoofing countermeasures of ASV

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:49:47.931626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b010ea8-17a3-42fc-a298-01df19d1849d · outbound

This paper cites CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.147064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaef0f6c-c30a-4c0d-a9a1-ef0a808525c3 · outbound

This paper cites an unresolved cited work.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.244059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b303f7c-bc44-4713-acb2-6962b82ca224 · outbound

This paper cites VoiceWukong: Benchmarking Deepfake Voice Detection.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection VoiceWukong: Benchmarking Deepfake Voice Detection

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.317790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c497e06a-8009-4f63-a16e-29e8494a4551 · outbound

This paper cites ByT5 model for massively multilingual grapheme-to-phoneme conversion.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection ByT5 model for massively multilingual grapheme-to-phoneme conversion

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.428543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 157c7a1d-07fb-438b-a61c-d851196c942e · outbound

This paper cites online" 'onlinestring :=.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection online" 'onlinestring :=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.552916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d00c673-0d37-4ba8-9d0d-6f90468b4503 · outbound

This paper cites write newline.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection write newline

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:47.656755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.