Paper Citation Record · LEDGER

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2507.14898.

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

pith.paper-citation-record.v1
2507.14898 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:49:05.303710Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

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 fuzzy24
unresolved12
parse uncertain1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d59e8730-259b-4285-9c70-5c89fdad353d · outbound

This paper cites Predicting hypernasality using spectrogram via deep convolutional neural network (dcnn).

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Predicting hypernasality using spectrogram via deep convolutional neural network (dcnn)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:13.060528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e587355e-e32c-42f4-bf51-65d91d6c15a3 · outbound

This paper cites Wav2vec 2.0: A framework for self-supervised learning of speech representations.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:12.872595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2674f407-8123-47cc-8ced-761b46d65d27 · outbound

This paper cites Bayerl, Elmar Noth, Korbinian Riedhammer, and Tobias Bocklet.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Bayerl, Elmar Noth, Korbinian Riedhammer, and Tobias Bocklet

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:12.673931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e09fa1a4-51c2-49f0-af10-333242c604a4 · outbound

This paper cites Sensitivity analysis of maskcy- clegan based voice conversion for enhancing cleft lip and palate speech recognition.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Sensitivity analysis of maskcy- clegan based voice conversion for enhancing cleft lip and palate speech recognition

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:12.426257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28569ec7-1cde-4b7e-a179-98fb28867c46 · outbound

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

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Wavlm: Large-scale self-supervised pre-training for full stack speech processing

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:12.227908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f26393e-5d0f-4178-b4f5-669ddf3c12f4 · outbound

This paper cites Automatic classification of severity of articulation disorders in dysarthric speech.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Automatic classification of severity of articulation disorders in dysarthric speech

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:12.090932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ddd6d1e8-dab7-4406-b2ab-2704c3e6f46a · outbound

This paper cites Support-vector networks.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Support-vector networks

Reference 7

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Source-reported events for the cited work

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Observation dcec63c6-a9f0-4e84-91ef-18a46beb47be · outbound

This paper cites Speaker change detection in casual conversations using excitation source features.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Speaker change detection in casual conversations using excitation source features

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f485ce2b-3e4e-4862-a860-5305d9eb1730 · outbound

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Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5183f3ec-2573-44bc-999a-ae72c3f71ce9 · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:49:11.367684Z

Source-reported events for the cited work

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Observation cf5cb944-040a-49cf-9fcd-50077e1408c0 · outbound

This paper cites Scherer, Bj ¨orn Schuller, Johan Sundberg, Elisabeth Andr ´e, Carlos Busso, Laurence Devillers, Julien Epps, Petri Laukka, Shrikanth S.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Scherer, Bj ¨orn Schuller, Johan Sundberg, Elisabeth Andr ´e, Carlos Busso, Laurence Devillers, Julien Epps, Petri Laukka, Shrikanth S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:11.096173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f0564a41-db86-489f-aa13-5ab758938401 · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc4a11e1-ead1-4eb2-8f87-9ae6e476c840 · outbound

This paper cites Parameter-efficient fine-tuning for large models: A comprehensive sur- vey.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Parameter-efficient fine-tuning for large models: A comprehensive sur- vey

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:10.616671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb30d85c-b4b7-4641-afb3-46a7a34832d0 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification LoRA: Low-Rank Adaptation of Large Language Models

Reference 14

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Source-reported events for the cited work

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Observation ca65e87a-2452-4669-a724-bcc372b7b11f · outbound

This paper cites Single frequency filter bank based long-term average spectra for hypernasality detection and assessment in cleft lip and palate speech.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Single frequency filter bank based long-term average spectra for hypernasality detection and assessment in cleft lip and palate speech

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:10.296587Z

Source-reported events for the cited work

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Observation 2c66f751-12e3-495f-823d-fa6de54f2ed7 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Adam: A Method for Stochastic Optimization

Reference 16

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Source-reported events for the cited work

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Observation a12b433e-3bbf-41be-bc91-c3197300fa49 · outbound

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Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:49:10.041447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0fa31b33-3814-4d83-939e-b5a26824ff43 · outbound

This paper cites Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:49:02.897231Z

Source-reported events for the cited work

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Observation 8cbc89b2-f7ed-4a50-a0f8-499105540c99 · outbound

This paper cites DoRA: Weight-Decomposed Low-Rank Adaptation.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification DoRA: Weight-Decomposed Low-Rank Adaptation

Reference 19

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Source-reported events for the cited work

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Observation d9c52612-e378-42c9-bc77-02498c67a5f1 · outbound

This paper cites Methodology for perceptual assessment of speech in patients with cleft palate: A critical review of the literature.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Methodology for perceptual assessment of speech in patients with cleft palate: A critical review of the literature

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:09.743502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25c2a314-63fb-4bb3-9d48-c6b4fe1b298b · outbound

This paper cites Mathad, Nancy J Scherer, Kathy Chapman, Julie M.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Mathad, Nancy J Scherer, Kathy Chapman, Julie M

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:09.447810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eeb4bbd4-1435-475f-8393-96a700f3da91 · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:49:09.259761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5777aeaa-78ce-4ba3-90eb-bef992825e33 · outbound

This paper cites Enhanced cleft lip and palate classification using siglip 2: A comparative study with vision transformers and siamese networks.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Enhanced cleft lip and palate classification using siglip 2: A comparative study with vision transformers and siamese networks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:09.038917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3abfb58-0ddd-498f-a854-e0a03b5bfb4b · outbound

This paper cites Hypernasality severity analysis in cleft lip and palate speech using vowel space area.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Hypernasality severity analysis in cleft lip and palate speech using vowel space area

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:08.826567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4fa2e938-a752-43df-9272-9886782ecd75 · outbound

This paper cites Cleft Palate Speech.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Cleft Palate Speech

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:08.568003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8759f681-c59a-4371-8c82-8992d1f04ff0 · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Robust speech recognition via large-scale weak supervision

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:08.225796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45987372-b847-4ade-b60d-30b160e6f971 · outbound

This paper cites Speaker change detection using excitation source and vocal tract system information.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Speaker change detection using excitation source and vocal tract system information

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:07.971817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0be61df8-e77d-41ad-b766-eb647259f3fb · outbound

This paper cites Scherer, Fabien Ringeval, Mohamed Chetouani, Felix Weninger, Florian Eyben, Erik Marchi, Marcello Mortillaro, Hugues Salamin, Anna Polychroniou, Fabio Valente, and Samuel Kim.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Scherer, Fabien Ringeval, Mohamed Chetouani, Felix Weninger, Florian Eyben, Erik Marchi, Marcello Mortillaro, Hugues Salamin, Anna Polychroniou, Fabio Valente, and Samuel Kim

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:07.696903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 80da2e54-0598-43ad-95b4-805fa8299c1d · outbound

This paper cites Govind, Samudravijaya K., and Suryakanth V.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Govind, Samudravijaya K., and Suryakanth V

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:07.434375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 340d7629-04c0-49b3-936d-f67abd508414 · outbound

This paper cites Cleft palate: The nature and remediation of communication problems.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Cleft palate: The nature and remediation of communication problems

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:07.165697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7d55bc73-5628-4b3d-9101-c116630c63a8 · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:49:06.900810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4d2d7ce7-ea4b-4ce4-bb6b-d47b1b20967e · outbound

This paper cites VikramC., Ayush Tripathi, Sishir Kalita, and S.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification VikramC., Ayush Tripathi, Sishir Kalita, and S

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:06.633630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae655c09-145c-4be9-aaeb-b5cbf79c5e68 · outbound

This paper cites Global, regional and national burden of orofacial clefts from 1990 to 2019: an analysis of the global burden of disease study 2019.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Global, regional and national burden of orofacial clefts from 1990 to 2019: an analysis of the global burden of disease study 2019

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:06.398587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5a51db47-e28e-4ce2-8d65-17c5a14db1e1 · outbound

This paper cites Whitehill and Cynthia H F Chau.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Whitehill and Cynthia H F Chau

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:06.155042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6fd6de01-f3d1-4501-b3b4-158e9719d9be · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:49:05.882311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 098d3458-e936-4c3e-bd10-097661d314d8 · outbound

This paper cites Zajac, Caitrin Plante, Amanda Lloyd, and Katarina L.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Zajac, Caitrin Plante, Amanda Lloyd, and Katarina L

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:49:05.630854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f3f5b14e-ec22-488e-8315-98c9dc4f0e1e · outbound

This paper cites an unresolved cited work.

Parameter-Efficient Fine-Tuning of Foundation Models for CLP Speech Classification Unresolved cited work

Reference 2020

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Source-reported events for the cited work

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Pith citing papers

No inbound Pith citation observations are available.