Paper Citation Record · LEDGER

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2506.04364.

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

pith.paper-citation-record.v1
2506.04364 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:47:09.006079Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:47:08.776895Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:47:09.277718Z

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy23
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aefbd2d4-7735-4da8-9b89-fe1c77af2b7c · outbound

This paper cites an unresolved cited work.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:47:09.935797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1db9eba9-4b8a-4451-b921-af128236e46a · outbound

This paper cites an unresolved cited work.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:47:09.915482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d14d5dd2-8265-43f5-8bcf-5dec76dcbb8c · outbound

This paper cites Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:47:09.287626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f66fbb1-4783-41a6-b56f-e8496ffcc568 · outbound

This paper cites In Figure 1, 2We observe strong correlation between CER and Word Error Rate (WER) (r= 0.92) in our evaluation, so we report CER only for brevity.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR In Figure 1, 2We observe strong correlation between CER and Word Error Rate (WER) (r= 0.92) in our evaluation, so we report CER only for brevity

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.878336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9df75078-c027-42cb-89dd-a8699e265d03 · outbound

This paper cites an unresolved cited work.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:47:09.858838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f31931f-e56d-4316-b922-eb3d4d4404e4 · outbound

This paper cites Per- formance disparities between accents in automatic speech recog- nition (student abstract),.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Per- formance disparities between accents in automatic speech recog- nition (student abstract),

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.760128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5d2faf79-9bf0-47a1-b40c-b8f2abf3e341 · outbound

This paper cites End-to-end speech recognition: A survey,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR End-to-end speech recognition: A survey,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.834977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4daa36e8-0bcb-419f-81ee-6bdd6796426b · outbound

This paper cites Racial disparities in automated speech recognition,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Racial disparities in automated speech recognition,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.807676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fc6c58f0-75ed-4c0f-8467-4ef025421d49 · outbound

This paper cites Speaking of accent: A content analysis of accent misconceptions in asr research,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Speaking of accent: A content analysis of accent misconceptions in asr research,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.828720Z

Source-reported events for the cited work

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Observation d7f1524b-9fd8-4442-ba0e-df5011dc7368 · outbound

This paper cites Accented Speech Recognition: A Survey.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Accented Speech Recognition: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.835282Z

Source-reported events for the cited work

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Observation 6c3e3356-ff27-4199-89ff-8e966b71689b · outbound

This paper cites Training and typological bias in asr performance for world englishes.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Training and typological bias in asr performance for world englishes

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.783189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72d80b94-2e9b-49ab-8f12-791729496300 · outbound

This paper cites Comparing data augmentation and training techniques to reduce bias against non-native accents in hybrid speech recognition systems,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Comparing data augmentation and training techniques to reduce bias against non-native accents in hybrid speech recognition systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.622527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c53484c1-8d21-44c7-bda9-cbee523a639a · outbound

This paper cites The edinburgh international accents of english corpus: Towards the democratization of english asr,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR The edinburgh international accents of english corpus: Towards the democratization of english asr,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.739980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6145a5b3-7a01-42c1-99c1-dc7aa54f80ff · outbound

This paper cites The balancing act: Unmasking and alleviating ASR biases in Portuguese,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR The balancing act: Unmasking and alleviating ASR biases in Portuguese,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.717423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 03c6abb2-8658-4c8a-a5ab-38ef20db35f6 · outbound

This paper cites Mitigating bias against non-native accents,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Mitigating bias against non-native accents,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.693572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 37a8f40b-3980-4369-91fd-6017b45cf72e · outbound

This paper cites Sawalha and M.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Sawalha and M

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.669059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fe1101ef-e269-4b5d-b6c0-c9c8385cbb78 · outbound

This paper cites Towards inclusive automatic speech recognition,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Towards inclusive automatic speech recognition,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.648605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ed901711-be4b-40a4-9f2d-60992782d680 · outbound

This paper cites Leveraging native language infor- mation for improved accented speech recognition,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Leveraging native language infor- mation for improved accented speech recognition,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.512591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f7591b3-e7e7-4f8d-b4ad-a6037809e023 · outbound

This paper cites Ex- ploring data augmentation in bias mitigation against non-native- accented speech,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Ex- ploring data augmentation in bias mitigation against non-native- accented speech,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.597952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 676c9e51-7e21-4646-b4b7-6c1997548e69 · outbound

This paper cites V oice conversion can improve asr in very low-resource settings,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR V oice conversion can improve asr in very low-resource settings,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.576791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2710f12c-efea-4421-acaa-a25d7a25ec73 · outbound

This paper cites Synthetic Cross-accent Data Augmentation for Automatic Speech Recognition.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Synthetic Cross-accent Data Augmentation for Automatic Speech Recognition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.908006Z

Source-reported events for the cited work

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Observation 0111b84b-8788-4622-95b2-7881109c7d06 · outbound

This paper cites Do- main adversarial training for accented speech recognition,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Do- main adversarial training for accented speech recognition,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.555521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5b01663d-d3c1-4f0e-b22d-d02ddbeb6639 · outbound

This paper cites Accented speech recognition with accent-specific codebooks,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Accented speech recognition with accent-specific codebooks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.535134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cafdb429-401e-4a7f-b319-0d0df89df6e1 · outbound

This paper cites Common voice: A massively-multilingual speech corpus,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Common voice: A massively-multilingual speech corpus,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.967573Z

Source-reported events for the cited work

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Observation dc2dd392-3882-4401-a9ab-8e3fe6cbb436 · outbound

This paper cites End-to-end accented speech recognition.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR End-to-end accented speech recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.935185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad94f2f4-bac8-4ab7-82aa-6bcd1e865cb0 · outbound

This paper cites United States English.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR United States English

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.897375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 517d7abd-26b4-48c2-a043-3d96f5d9fdb6 · outbound

This paper cites Speech technology for everyone: Automatic speech recognition for non-native English,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Speech technology for everyone: Automatic speech recognition for non-native English,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.478299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 44830037-d19f-4bfb-ba0c-d76154456dfe · outbound

This paper cites More speaking or more speakers?.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR More speaking or more speakers?

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.457700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4837ef78-2372-454b-b8bf-f9da1ef39eca · outbound

This paper cites MLS: A Large-Scale Multilingual Dataset for Speech Research.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR MLS: A Large-Scale Multilingual Dataset for Speech Research

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.953958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35fc0219-f8bf-45e6-a42e-a89198c0574d · outbound

This paper cites Accents table,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Accents table,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.437512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 60fb670a-ea6c-4b6f-81f0-0ba2f541e7c5 · outbound

This paper cites Magicdata mandarin chinese read speech corpus,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Magicdata mandarin chinese read speech corpus,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.398975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4873147e-1591-4c6c-9d27-50beab4615cb · outbound

This paper cites Globe: A high-quality english corpus with global accents for zero-shot speaker adaptive text-to- speech,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Globe: A high-quality english corpus with global accents for zero-shot speaker adaptive text-to- speech,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.379003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d4bc1ce4-1e73-4b94-9841-e830c4d60841 · outbound

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

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Scaling speech technology to 1,000+ languages,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.988729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed01e8c-c612-4feb-9658-cf94f29d3b20 · outbound

This paper cites L2-arctic: A non- native english speech corpus,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR L2-arctic: A non- native english speech corpus,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:08.993643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 701f2fbe-35e2-4e5d-be07-caccc56c3de3 · outbound

This paper cites The cmu arctic speech databases,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR The cmu arctic speech databases,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:47:09.325904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d6154e0b-9c3b-4e53-af70-5b38f7e89140 · outbound

This paper cites Fleurs: Few-shot learning evaluation of universal representations of speech,.

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR Fleurs: Few-shot learning evaluation of universal representations of speech,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T10:47:09.006079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d14d5dd2-8265-43f5-8bcf-5dec76dcbb8c · inbound