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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:a03d47bc738d093b1cb973bfce4bf280aa58847ff1515a4131015475e3a8ce79

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=sha256:856f4223eeb4b615f1e56a6058883b854af419bd86bb830f1e72f84f6798eaaa

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=sha256:807e96520b491f70552d8bd894beeccd6595c462ba4dfd98006fb53fa0f4289d

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=sha256:468f2caa4c9f6b66705dd42d23d7514381dbab8b5338fe62f4d5d8bda92340e0

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=sha256:490d79e9bc014f82958cb8862f66521bb24e02d21328a350e786f2b87ef71c2a

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=sha256:3c49816e0a425ccb917df001e2e54220e2392574e0688ff858138d2109430379

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:f7ce8ec353ee8c64bd655c404fa241bd5e4ed34bfda762916a7ed40198e2b7e3

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:a1e559f05ab08bcc6e6ae0deb87a38b4cc26042b9b1ed87abd042c85e9f0dcfc

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=sha256:752357d02811536f172ab3b7a819cbd33a8ce9b5c6bbb41bffb202fb388c5725

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:a8bdb9cef641f7f81a7257b68252772cd5a34dba0858ac8c6e5f93a96f53822e

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:d8de8b9c68d39d786712ca98517811698be77fb24855bfb1a56ac16128d2c0d9

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:a7201c7f1fefbf610eb55482e3d94210c9d57090a31e35eb2f8cc0f063bd9ae6

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:a0d56dac2853cccf15087a28cc55cfa582efd5f3d41edf726a585a91cad90384

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=sha256:3e6b1414fc61dbe54e82080b342e874ae8df6bd2dcad4c98f35f6e7a35b17ffa

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=sha256:7686a87628570469cf79555fb52eda80aa69faf51c8e0f08c6719e97a5815298

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:b5d7105da8b42192ec6750973eb9a8a34d4b94fa37c916155a9a46997efca808

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:e4d7e54787474ff4fc9791f6744fc10a8f95514e36eb7035fc6c1c1de65e24e8

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=sha256:384071b436d76065c36ccfff47b6df2595a084b0427c48041e7778cb92fc06e7