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Paper Citation Record · LEDGER

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review

As of 7 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 3 inbound Pith citation observations for arXiv:2507.07741.

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

pith.paper-citation-record.v1
2507.07741 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:38:18.816088Z

measured 18 of 18 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:30:11.718647Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T07:39:39.251754Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40c97ef5-0510-42a0-9a23-239888eccf25 · outbound

This paper cites In Findings of the Association for Computational Linguistics: EMNLP 2024, pages 6144–6153, Miami, Florida, USA.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review In Findings of the Association for Computational Linguistics: EMNLP 2024, pages 6144–6153, Miami, Florida, USA

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.414739Z

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.

source=pdf_text observed=2026-08-06T18:38:18.032608Z digest=sha256:a8be7c7b695ef8c6189009b36b6bd704f7dfe334a6c820811f57804648453ed8

Observation ce09f3aa-f823-4f72-a491-69e8d659d92c · outbound

This paper cites Dual Script E2E framework for Multilingual and Code-Switching ASR.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Dual Script E2E framework for Multilingual and Code-Switching ASR

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:18.227172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:18.227172Z digest=sha256:6192b7b6f8aa765f1e9c4bdba7adeb7167606aacfb9110b1c0b31a21cb0426f0

Observation c233de1b-8f9d-4b83-9486-b1cff70f9862 · outbound

This paper cites Charles A.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Charles A

Reference 455

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:21.033923Z

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.

source=pdf_text observed=2026-08-06T18:38:17.642856Z digest=sha256:583e882db520a7a26a2aa156e8d9f25f17cbb92fe477974e131282d64eac2027

Observation 5a432297-c13d-40b9-8ab5-2c933d19de48 · outbound

This paper cites Gwantae Kim, Bokyeung Lee, Donghyeon Kim, and Hanseok Ko.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Gwantae Kim, Bokyeung Lee, Donghyeon Kim, and Hanseok Ko

Reference 816

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.310343Z

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.

source=pdf_text observed=2026-08-06T18:38:18.122932Z digest=sha256:328cedd378258829aec2c13cf84c7002dfc735d019f9faea940c57233d5e8b17

Observation 8a6d0374-2218-46d7-ae2f-5777ba173119 · outbound

This paper cites Building Bilingual Corpora , pages 93–110.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Building Bilingual Corpora , pages 93–110

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:21.308633Z

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.

source=pdf_text observed=2026-08-06T18:38:17.557581Z digest=sha256:1f6a7f4019eefc574d63347522d91c09ae7d27f65333ab8b2b930b16483cc193

Observation 7cd01c4a-e044-4ebc-9446-6ba07117617f · outbound

This paper cites It’s Kind of Like Code-Switching.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review It’s Kind of Like Code-Switching

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.884922Z

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.

source=pdf_text observed=2026-08-06T18:38:17.707578Z digest=sha256:6a1e5228305d355689a7c7dd9e976f811958c62ac1df4004ac36158666debe36

Observation 36d4ff7f-b4fc-4eb0-9a19-3865af035bc2 · outbound

This paper cites In Interspeech 2022, pages 3924–3928.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review In Interspeech 2022, pages 3924–3928

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:19.637386Z

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.

source=pdf_text observed=2026-08-06T18:38:18.657065Z digest=sha256:4b316f4e61f52cf06a7631d0cc1977194c35132a76f547e762013ffaa2bc8817

Observation 47faa773-f4e2-4bb6-be74-6c91500b8ecb · outbound

This paper cites In International Conference on Electri- cal Engineering and Informatics, ICEEI 2023, Ban- dung, Indonesia, October 10-11, 2023 , pages 1–6.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review In International Conference on Electri- cal Engineering and Informatics, ICEEI 2023, Ban- dung, Indonesia, October 10-11, 2023 , pages 1–6

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:19.781787Z

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.

source=pdf_text observed=2026-08-06T18:38:18.510632Z digest=sha256:396335046900ccca2a251d9698c6a38feb89a2250eb55c8e0f7e0d4b82f64d80

Observation d17cd64d-ed3e-40e7-83b5-74859507c1bb · outbound

This paper cites ¿ te vienes? sure!.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review ¿ te vienes? sure!

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.723424Z

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.

source=pdf_text observed=2026-08-06T18:38:17.811051Z digest=sha256:c98d5f1272833b4e3c30f135a5af3731b9229acb5f3c891747c1ebb1dfc23b78

Observation f775e823-4fed-4a5b-bf48-74f87841c538 · outbound

This paper cites an unresolved cited work.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Unresolved cited work

Reference 2251

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T18:38:19.076295Z

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.

source=pdf_text observed=2026-08-06T18:38:18.816088Z digest=sha256:7a31d91e8c69b49c21cdd65ea1ee8d7e94659dbbbf92bce5bb551c643c9f050e

Observation 2cca6f20-7e51-441c-9b76-a810719fdcc8 · outbound

This paper cites Learning to Recognize Code-switched Speech Without Forgetting Monolingual Speech Recognition.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Learning to Recognize Code-switched Speech Without Forgetting Monolingual Speech Recognition

Reference 2460

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T18:38:19.460370Z

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.

source=pdf_text observed=2026-08-06T18:38:18.577169Z digest=sha256:5ed3611ab51379f123713f280d501013833c901169fcd6fe629a4a5db330f6e8

Observation 7a7c169f-db35-40aa-9234-e2a2cbbe3e13 · outbound

This paper cites Adapting Whisper for Code-Switching through Encoding Refining and Language-Aware Decoding.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Adapting Whisper for Code-Switching through Encoding Refining and Language-Aware Decoding

Reference 5079

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T18:38:19.243043Z

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.

source=pdf_text observed=2026-08-06T18:38:18.711303Z digest=sha256:ef5e6fae46cc53fba03f702dfe7e88e5caa2a8b515893fee7a327fc01285b01f

Observation ad248a9c-5c4b-4200-9fb7-670436ea4237 · outbound

This paper cites Cao Hong Nga, Duc-Quang Vu, Huong Hoang Lu- ong, Chien-Lin Huang, and Jia-Ching Wang.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Cao Hong Nga, Duc-Quang Vu, Huong Hoang Lu- ong, Chien-Lin Huang, and Jia-Ching Wang

Reference 6243

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:19.989845Z

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.

source=pdf_text observed=2026-08-06T18:38:18.427405Z digest=sha256:493c246c445deeb61db258df94d117601d49d1f6c780523deca2010240028138

Observation 0618c873-027d-4892-90d5-0a09c8868de1 · outbound

This paper cites Yizhou Lu, Mingkun Huang, Hao Li, Jiaqi Guo, and Yanmin Qian.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Yizhou Lu, Mingkun Huang, Hao Li, Jiaqi Guo, and Yanmin Qian

Reference 7268

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.155959Z

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.

source=pdf_text observed=2026-08-06T18:38:18.325922Z digest=sha256:b728415cdca85ee4f2b337da579515b5ea76a05f2597c12abee39f19ae43a22c

Observation a3c61448-8bee-4d99-91b1-94e67d94d74c · outbound

This paper cites Abigail Z.

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review Abigail Z

Reference 7893

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:20.562767Z

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.

source=pdf_text observed=2026-08-06T18:38:17.902559Z digest=sha256:395906229cb2698e9b55ac3780c5a600fec469196b9cf6ff2d53aafa64119316

Pith citing papers

Observation 47bdaa9f-0171-403b-9500-97ff09ce30b7 · inbound

Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation cites this paper.

Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-06-29T07:33:13.726044Z

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.

source=pdf_text observed=2026-06-29T07:30:11.718647Z digest=sha256:d1584ffa9919bf5c92a1664601ad8629aac8cc9a3adc4d9cb10d56fc41b3e31b

Observation 6a60be11-868e-413a-b393-c0ca2dc491f7 · inbound

When Multiple Scripts Matter: Evaluating ASR in Clinical Settings cites this paper.

When Multiple Scripts Matter: Evaluating ASR in Clinical Settings Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:18:59.681447Z

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.

source=pdf_text observed=2026-06-27T00:38:36.177591Z digest=sha256:95c065065d2c7307b064c9335b2d3937e9673039e7b9a6c0ee65e638a90c8684

Observation 79c51620-efb7-4a98-a9de-0759a3a7f535 · inbound

Vaani Benchmark V1.0: An Inclusive Multimodal Benchmark Dataset for Hindi cites this paper.

Vaani Benchmark V1.0: An Inclusive Multimodal Benchmark Dataset for Hindi Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-04T07:39:39.253632Z

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.

source=pdf_text observed=2026-06-26T13:07:37.187581Z digest=sha256:8516d2350c855faf6aa54a1696c07217c11f70b1065170f5f82ae4ad06574fdf