Paper Citation Record · LEDGER

Reinforcement Learning for Data-Efficient Code-Switched ASR

As of 1 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2607.02757.

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

pith.paper-citation-record.v1
2607.02757 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T07:15:01.508458Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-01T06:32:01.292127+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T07:15:01.508458Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d24bcbce-16b7-40d0-a531-63bb7535ae3a · outbound

This paper cites listen again and fix.

Reinforcement Learning for Data-Efficient Code-Switched ASR listen again and fix

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 01b5f94d-e747-4ff6-9c9e-21a41db3b28a · outbound

This paper cites Reinforcement Learning for Data-Efficient Code-Switched ASR.

Reinforcement Learning for Data-Efficient Code-Switched ASR Reinforcement Learning for Data-Efficient Code-Switched ASR

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation ec56a61c-f75c-450b-bf33-de506c8cb87e · outbound

This paper cites The audio contains speech mixing Japanese and English.

Reinforcement Learning for Data-Efficient Code-Switched ASR The audio contains speech mixing Japanese and English

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 8ac1d728-cb69-4cbb-9316-0ab0dd9b6e4c · outbound

This paper cites Datasets CS-FLEURS.CS-FLEURS [11] is a massively multilingual code-switched speech dataset built on FLEURS [15], covering 52 languages across 113 code-switched pairs.

Reinforcement Learning for Data-Efficient Code-Switched ASR Datasets CS-FLEURS.CS-FLEURS [11] is a massively multilingual code-switched speech dataset built on FLEURS [15], covering 52 languages across 113 code-switched pairs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation ea481424-64dd-44b1-a632-ae16e21d94bf · outbound

This paper cites Even at 10% data, RLVR matches or surpasses LoRA trained on the full dataset.

Reinforcement Learning for Data-Efficient Code-Switched ASR Even at 10% data, RLVR matches or surpasses LoRA trained on the full dataset

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation ae7af0ab-50dc-4a02-83a1-cefcdc0475ff · outbound

This paper cites seventy km.

Reinforcement Learning for Data-Efficient Code-Switched ASR seventy km

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 9a69c9d3-2ddc-40bf-8765-26ce48735f5c · outbound

This paper cites an unresolved cited work.

Reinforcement Learning for Data-Efficient Code-Switched ASR Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 40d07c3e-e878-4b1c-9b86-8a49d2deb4d3 · outbound

This paper cites Additionally, LLMs were used for spellchecking and suggesting edits to further improve the flu- ency and conciseness of the paper during the drafting process.

Reinforcement Learning for Data-Efficient Code-Switched ASR Additionally, LLMs were used for spellchecking and suggesting edits to further improve the flu- ency and conciseness of the paper during the drafting process

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 3b272bbe-be45-49fb-9198-6de3f70178be · outbound

This paper cites Sometimes I’ll start a sentence in Spanish y termino en español: Toward a typology of code-switching,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Sometimes I’ll start a sentence in Spanish y termino en español: Toward a typology of code-switching,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 837764ec-c1dd-4595-a4d0-2b010d2a2597 · outbound

This paper cites A survey of code-switching: Linguistic and social perspectives for language technologies,.

Reinforcement Learning for Data-Efficient Code-Switched ASR A survey of code-switching: Linguistic and social perspectives for language technologies,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 9ff58691-c757-4d73-9ad8-21a94007ef32 · outbound

This paper cites The decades progress on code-switching research in NLP: A systematic sur- vey on trends and challenges,.

Reinforcement Learning for Data-Efficient Code-Switched ASR The decades progress on code-switching research in NLP: A systematic sur- vey on trends and challenges,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation f18363fc-2449-495b-bbf9-46ae75bbb15c · outbound

This paper cites A Survey of Code-switched Speech and Language Processing.

Reinforcement Learning for Data-Efficient Code-Switched ASR A Survey of Code-switched Speech and Language Processing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 51f7e4aa-e133-4b84-b5de-3dc92def8156 · outbound

This paper cites Robust speech recognition via large-scale weak su- pervision,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Robust speech recognition via large-scale weak su- pervision,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation bb7f02bc-cb29-4b60-9b4a-10ec8365d201 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,.

Reinforcement Learning for Data-Efficient Code-Switched ASR wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 7ed4656e-5f9d-4181-9c93-d1090a8bfaf4 · outbound

This paper cites Qwen-Audio: Advancing universal audio under- standing via unified large-scale audio-language models,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Qwen-Audio: Advancing universal audio under- standing via unified large-scale audio-language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation c082e8ef-2c74-4fdc-8a11-76162e19c524 · outbound

This paper cites Sequence level training with recurrent neural networks,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Sequence level training with recurrent neural networks,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation b6331c25-20c7-4c8a-9590-45618c512166 · outbound

This paper cites Reducing language confusion for code-switching speech recognition with token-level language diarization,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Reducing language confusion for code-switching speech recognition with token-level language diarization,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 28ffd3a2-5a4f-4dee-b3f4-1773656634dc · outbound

This paper cites DeepSeekMath: Pushing the limits of mathemati- cal reasoning in open language models,.

Reinforcement Learning for Data-Efficient Code-Switched ASR DeepSeekMath: Pushing the limits of mathemati- cal reasoning in open language models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation c42c6355-e94c-4b0c-91dc-7a62b01cd9ee · outbound

This paper cites CS-FLEURS: A massively multilingual and code- switched speech dataset,.

Reinforcement Learning for Data-Efficient Code-Switched ASR CS-FLEURS: A massively multilingual and code- switched speech dataset,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

Source-reported events for the cited work

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Observation 730b778f-b456-4763-b0df-d6efc364aa1d · outbound

This paper cites SwitchLingua: The first large-scale multilingual and multi-ethnic code-switching dataset,.

Reinforcement Learning for Data-Efficient Code-Switched ASR SwitchLingua: The first large-scale multilingual and multi-ethnic code-switching dataset,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 777e5f9c-007c-4029-8884-76a2f097fcf4 · outbound

This paper cites Code- switching in automatic speech recognition: The issues and future directions,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Code- switching in automatic speech recognition: The issues and future directions,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 3495ed74-a4a9-4346-ad6a-220371ff37ab · outbound

This paper cites Text-derived language identity incorpora- tion for end-to-end code-switching speech recognition,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Text-derived language identity incorpora- tion for end-to-end code-switching speech recognition,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation f68f5c38-8bf4-4289-aaaa-84978d58357d · outbound

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

Reinforcement Learning for Data-Efficient Code-Switched ASR FLEURS: Few-shot learning evaluation of universal representations of speech,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 0d3837f2-af50-4f68-8777-4c2535585df2 · outbound

This paper cites Instruction-following speech recognition,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Instruction-following speech recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation baf90410-87e7-46b7-9ed2-ae1e2d22e866 · outbound

This paper cites On exposure bias, hallucination and domain shift in neural machine translation,.

Reinforcement Learning for Data-Efficient Code-Switched ASR On exposure bias, hallucination and domain shift in neural machine translation,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

Source-reported events for the cited work

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Observation 651f3032-a6e4-4816-9baa-539e931c306b · outbound

This paper cites Minimum word error rate training for attention-based sequence-to-sequence models,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Minimum word error rate training for attention-based sequence-to-sequence models,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation e262b8ee-eb1e-417a-9b21-35103cdb1475 · outbound

This paper cites Optimizing expected word error rate via sampling for speech recognition,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Optimizing expected word error rate via sampling for speech recognition,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

Source-reported events for the cited work

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Observation 8d1fefb2-dd1e-400c-bd6f-b18d0d6e2681 · outbound

This paper cites Reinforcement learning with verifiable rewards implicitly incentivizes correct reasoning in base LLMs,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Reinforcement learning with verifiable rewards implicitly incentivizes correct reasoning in base LLMs,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 11e93f2a-ffd2-4d53-83c2-f7af1ae38cbb · outbound

This paper cites DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning,.

Reinforcement Learning for Data-Efficient Code-Switched ASR DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 2c626588-fa5b-4e4c-a753-1042c39379a1 · outbound

This paper cites Group Relative Policy Optimization for Speech Recognition.

Reinforcement Learning for Data-Efficient Code-Switched ASR Group Relative Policy Optimization for Speech Recognition

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 76fb79d1-d2f3-4329-8e86-85f977044612 · outbound

This paper cites Omni-R1: Do you really need audio to fine-tune your audio LLM?.

Reinforcement Learning for Data-Efficient Code-Switched ASR Omni-R1: Do you really need audio to fine-tune your audio LLM?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

Source-reported events for the cited work

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Observation 462f70e8-f387-4b5f-9734-750b14fe30cf · outbound

This paper cites Self-refine: Iterative refinement with self-feedback,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Self-refine: Iterative refinement with self-feedback,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 46778176-6539-4cc8-bb83-01dacf054b4a · outbound

This paper cites Word alignment by fine-tuning embed- dings on parallel corpora,.

Reinforcement Learning for Data-Efficient Code-Switched ASR Word alignment by fine-tuning embed- dings on parallel corpora,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 52e30960-1f95-40ff-8487-303752a8529b · outbound

This paper cites XTTS: a massively multilingual zero-shot text-to-speech model,.

Reinforcement Learning for Data-Efficient Code-Switched ASR XTTS: a massively multilingual zero-shot text-to-speech model,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 19f880b8-b3a0-4b8e-9b7b-f961f66cf573 · outbound

This paper cites LoRA: Low-rank adaptation of large lan- guage models,.

Reinforcement Learning for Data-Efficient Code-Switched ASR LoRA: Low-rank adaptation of large lan- guage models,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation fb2d5832-f187-4670-b3f3-b035909d8f83 · outbound

This paper cites Qwen2 Technical Report.

Reinforcement Learning for Data-Efficient Code-Switched ASR Qwen2 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Observation 5cb128fe-ccd0-4389-9f2e-71dad2f9c4fa · outbound

This paper cites DeepSpeed: System optimizations enable training deep learning models with over 100 billion parameters,.

Reinforcement Learning for Data-Efficient Code-Switched ASR DeepSpeed: System optimizations enable training deep learning models with over 100 billion parameters,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-12T07:15:01.508458Z

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Pith citing papers

Observation 01b5f94d-e747-4ff6-9c9e-21a41db3b28a · inbound