Paper Citation Record · LEDGER

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge

As of 10 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2607.22923.

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

pith.paper-citation-record.v1
2607.22923 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T04:13:36.953701Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T04:13:33.780301Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4e9c74e-3830-42e0-b578-8cb95a13531b · outbound

This paper cites Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:33.780301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c50baca8-05b7-4033-a7cd-66978cfc64c4 · outbound

This paper cites wavlm base plus.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge wavlm base plus

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:33.913761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406183ac-06c0-4e37-905b-8eff8b6e61e5 · outbound

This paper cites Development set performance Figure 1 summarizes results on the TidyV oice development set, which contains 12 million trials from 808 speakers and 40 lan- guages.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Development set performance Figure 1 summarizes results on the TidyV oice development set, which contains 12 million trials from 808 speakers and 40 lan- guages

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.049299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 477f4292-0345-4bc6-b1e7-6a6e572f2138 · outbound

This paper cites Projecting out a Figure 2:NAP sweep and DET curves for the champion encoder.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Projecting out a Figure 2:NAP sweep and DET curves for the champion encoder

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.162736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0794bd6-f1c0-45c3-9225-ecde9b772395 · outbound

This paper cites an unresolved cited work.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.275884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 936af00a-57ca-4335-9ee2-db43be20a717 · outbound

This paper cites The LLMs were not involved in the development of ideas, methodology design, experimental procedures, data analysis, or interpretation of results.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge The LLMs were not involved in the development of ideas, methodology design, experimental procedures, data analysis, or interpretation of results

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.396178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8de142be-bcd0-4b94-91d0-f276fe5cb8af · outbound

This paper cites X-vectors: Robust dnn embeddings for speaker recognition,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge X-vectors: Robust dnn embeddings for speaker recognition,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.512900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 424e2bb6-8a87-4568-81bb-1896f3203274 · outbound

This paper cites Ecapa-tdnn: Emphasized channel attention, propagation and aggregation in tdnn based speaker verification,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Ecapa-tdnn: Emphasized channel attention, propagation and aggregation in tdnn based speaker verification,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.659597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba93fade-7a8a-4cd7-af79-8cc01be29211 · outbound

This paper cites Simple attention mod- ule based speaker verification with iterative noisy label detection,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Simple attention mod- ule based speaker verification with iterative noisy label detection,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.749842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19bf726a-5e02-4f4b-93b5-846dcd1ee51a · outbound

This paper cites Spoken language mismatch in speaker verification: An investigation with nist-sre and crss bi- ling corpora,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Spoken language mismatch in speaker verification: An investigation with nist-sre and crss bi- ling corpora,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.868621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec890cfe-30ed-4dd8-af68-400d07096fbc · outbound

This paper cites Modelling and compensation for language mismatch in speaker verification,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Modelling and compensation for language mismatch in speaker verification,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:34.989655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d372d788-2641-4f67-8c95-8fa7a5f6b06e · outbound

This paper cites Front-end factor analysis for speaker verification,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Front-end factor analysis for speaker verification,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.106413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6556e59-b8c4-4e9a-918e-2eaecc2ee25e · outbound

This paper cites Semi-supervised nuisance-attribute networks for domain adaptation,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Semi-supervised nuisance-attribute networks for domain adaptation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.236032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c8d745c-3a3c-4b99-adc2-0d43f247ca65 · outbound

This paper cites Super- vised domain adaptation for text-independent speaker verification using limited data,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Super- vised domain adaptation for text-independent speaker verification using limited data,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.336525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c17b5dbf-b1a4-48aa-bf7d-60fb33eb892f · outbound

This paper cites Cross-lingual text- independent speaker verification using unsupervised adversarial discriminative domain adaptation,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Cross-lingual text- independent speaker verification using unsupervised adversarial discriminative domain adaptation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.444818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff5ad0fc-da01-445a-bfd4-ccd2af70d553 · outbound

This paper cites Speaker verification using end-to-end adversar- ial language adaptation,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Speaker verification using end-to-end adversar- ial language adaptation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.552018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abe810d0-bd7a-4336-a4aa-6da49a50e47d · outbound

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

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.684063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40455781-0c08-4dd6-99f5-d67d9692f79a · outbound

This paper cites Superb: Speech processing universal performance benchmark,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Superb: Speech processing universal performance benchmark,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.810128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e47ec07e-8383-4d07-8ecc-31f3274a68bd · outbound

This paper cites Tidyvoice 2026 challenge evaluation plan,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Tidyvoice 2026 challenge evaluation plan,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:35.956179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8290fa3-c7f2-46ca-8d78-dae67eba9e4a · outbound

This paper cites Analysis of score normalization in multilingual speaker recognition,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Analysis of score normalization in multilingual speaker recognition,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.072958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a756739c-f040-40ce-95f8-8acf3af7f83f · outbound

This paper cites V oxblink2: A 100k+ speaker recognition corpus and the open- set speaker-identification benchmark,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge V oxblink2: A 100k+ speaker recognition corpus and the open- set speaker-identification benchmark,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.236392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bd55e4d-00df-4704-84c9-8f0e912b99a2 · outbound

This paper cites V oxceleb2: Deep speaker recognition,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge V oxceleb2: Deep speaker recognition,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.373338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26dd536-38d4-4993-aa22-2b25a6acb768 · outbound

This paper cites Domain-adversarial training of neural networks,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Domain-adversarial training of neural networks,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.542365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0558a639-9fda-4634-92a9-edd7172535b4 · outbound

This paper cites Nuisance at- tribute projection,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Nuisance at- tribute projection,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.728239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c547b1-3def-4e7b-a24c-e290ec603850 · outbound

This paper cites To train or not to train adversarially: A study of bias mitigation strategies for speaker recognition.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge To train or not to train adversarially: A study of bias mitigation strategies for speaker recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.849493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324b12ce-6c42-4d01-83c4-430b67f7675a · outbound

This paper cites Tidyvoice: A curated multilingual dataset for speaker verification derived from common voice,.

Simple Language Normalization Wins: Cross-Lingual Speaker Verification for the TidyVoice 2026 Challenge Tidyvoice: A curated multilingual dataset for speaker verification derived from common voice,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T04:13:36.953701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d4e9c74e-3830-42e0-b578-8cb95a13531b · inbound