Paper Citation Record · LEDGER

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database

As of 9 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2508.18732.

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

pith.paper-citation-record.v1
2508.18732 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:18:51.879312Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

23 of 23 outbound references displayed

verified exact6
verified fuzzy6
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6f63c32-048c-45a5-a428-6a33657634c2 · outbound

This paper cites superiority of Part A over Part B.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database superiority of Part A over Part B

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:54.719155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9c5eded7-3b83-4525-9d66-d3ab0081ad23 · outbound

This paper cites l ou2 sh i4 t iao2 k ong4.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database l ou2 sh i4 t iao2 k ong4

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:54.560235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9870b22f-3515-4f1e-b056-2233a9f3f1c1 · outbound

This paper cites The data is segmented into training, development, and test sets in an 8:1:1 ratio.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database The data is segmented into training, development, and test sets in an 8:1:1 ratio

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:54.359445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d23456db-a4af-4284-822b-6ffc225ddc10 · outbound

This paper cites However, the specific nature of this inter-speaker conflict among dysarthric populations remains unclear.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database However, the specific nature of this inter-speaker conflict among dysarthric populations remains unclear

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:54.017837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 85bd9c6a-b13a-495a-94ea-80325afd83da · outbound

This paper cites Furtheranalysisparadoxically showed that sequential fine-tuning—first with multi-speaker data followed by speaker-specific refinement—increased CERs for Speakers 04 and 06.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Furtheranalysisparadoxically showed that sequential fine-tuning—first with multi-speaker data followed by speaker-specific refinement—increased CERs for Speakers 04 and 06

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:53.857505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5442749b-5a01-481a-9369-9a5ec5530831 · outbound

This paper cites Seed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Seed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:50.808762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b56d281-2085-4244-b776-f36ed27312c5 · outbound

This paper cites Convergence of speech rate in conversation predicts cooperation,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Convergence of speech rate in conversation predicts cooperation,

Reference 7

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.996116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ec1bf11-fd15-461c-8c26-1944ba553dc7 · outbound

This paper cites Assessment of basic social skills.,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Assessment of basic social skills.,

Reference 8

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.852146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2ff0056f-4730-4dc1-b454-22efa373ef1b · outbound

This paper cites Romanticrelationshipsandmentalhealth,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Romanticrelationshipsandmentalhealth,

Reference 9

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.675632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation abe38aac-e1fd-4435-96de-754c7d4e7886 · outbound

This paper cites How does difficulty communicating affect thesocial relationships of older adults? An exploration using data from a national survey,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database How does difficulty communicating affect thesocial relationships of older adults? An exploration using data from a national survey,

Reference 10

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.540946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 99e48a47-b488-4d56-92f9-75431e2117fe · outbound

This paper cites FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:50.718283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b5ea79f-c3d1-4e80-8857-970324b4bf13 · outbound

This paper cites This result demonstrates that increasing the number of speakers in PartB does not necessarily yield better performance for target speaker adaptation.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database This result demonstrates that increasing the number of speakers in PartB does not necessarily yield better performance for target speaker adaptation

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:18:54.180249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9160921d-f423-4854-913b-da2b8a037ed1 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:50.857256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b0d470-38a4-42a5-82ca-a8d5021da2fc · outbound

This paper cites AISHELL-1: An open-source Mandarin speech corpus and a speech recognition baseline,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database AISHELL-1: An open-source Mandarin speech corpus and a speech recognition baseline,

Reference 14

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T16:18:53.704913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29dbb12b-7595-4add-b737-e6cede045a1b · outbound

This paper cites AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.153504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49332dee-24cb-488e-8b73-45fed1322cfc · outbound

This paper cites WENETSPEECH: A 10000+ Hours Multi-Domain Mandarin Corpus for Speech Recognition,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database WENETSPEECH: A 10000+ Hours Multi-Domain Mandarin Corpus for Speech Recognition,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.215546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b119a78-00eb-4439-9303-55ef46a1dbd3 · outbound

This paper cites Librispeech:AnASRcorpusbasedonpublicdomainaudiobooks,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Librispeech:AnASRcorpusbasedonpublicdomainaudiobooks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.315627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d070ece3-8ac8-413a-8fce-e6bb912ced84 · outbound

This paper cites The TORGO database of acoustic and articulatory speech from speakers withdysarthria,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database The TORGO database of acoustic and articulatory speech from speakers withdysarthria,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.402080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abcbb8c4-72b5-4dbe-9ea4-9aac5a197eb4 · outbound

This paper cites UASpeech.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database UASpeech

Reference 19

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.348202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4029454d-1f36-4e5c-8464-9bc50c3084f8 · outbound

This paper cites Development of a Cantonese dysarthricspeechcorpus,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Development of a Cantonese dysarthricspeechcorpus,

Reference 20

Resolution: verified exact; doi, observed 2026-08-05T16:18:52.185627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 11a7262f-6f25-492d-9ba1-17bc21d48448 · outbound

This paper cites Audio-video database from subacute stroke patients for dysarthric speech intelligence assessment and preliminaryanalysis,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database Audio-video database from subacute stroke patients for dysarthric speech intelligence assessment and preliminaryanalysis,

Reference 21

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T16:18:53.307000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f8916fb4-fbfc-452e-b9ba-12b1c2523154 · outbound

This paper cites WeNet 2.0: More Productive End-to-End Speech Recognition Toolkit.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database WeNet 2.0: More Productive End-to-End Speech Recognition Toolkit

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.808618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5bd33f9-03e2-44d8-a797-4d69969fb8c0 · outbound

This paper cites CDSD: Chinese Dysarthria Speech Database,.

Cross-Learning Fine-Tuning Strategy for Dysarthric Speech Recognition Via CDSD database CDSD: Chinese Dysarthria Speech Database,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:51.879312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.