Paper Citation Record · LEDGER

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy

As of 4 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2605.27189.

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

pith.paper-citation-record.v1
2605.27189 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:40:22.984004Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:40:22.984004Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-29T18:43:50.560059Z

Reference resolution

34 of 34 outbound references displayed

verified exact3
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eed9b5bb-4b60-4199-8b89-0441ac49956d · outbound

This paper cites As a prodromal stage of dementia, most commonly Alzheimer’s dis- ease, it represents a critical window for early intervention [3].

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy As a prodromal stage of dementia, most commonly Alzheimer’s dis- ease, it represents a critical window for early intervention [3]

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

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Observation 2d40517a-9662-4fab-ad3f-8960eaed4150 · outbound

This paper cites Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy

Reference 2

Resolution: malformed identifier; local_arxiv, observed 2026-06-29T18:43:50.561463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4d7cac02-226a-4aea-8206-967b2d8f0423 · outbound

This paper cites Level 1: Task-Level Score Prediction Level 1 results (Fig.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Level 1: Task-Level Score Prediction Level 1 results (Fig

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

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Observation 32be29fe-738b-4353-afc7-450e316e37d9 · outbound

This paper cites spe- cialist.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy spe- cialist

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde8d3e5-fb53-4a4a-b0e5-0a065f00ab19 · outbound

This paper cites All research ideas, study design, experiments, analyses, and interpretations were conceived and carried out by the authors.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy All research ideas, study design, experiments, analyses, and interpretations were conceived and carried out by the authors

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922c4658-b87c-407b-86e0-1f5f06ce797f · outbound

This paper cites an unresolved cited work.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5800079-2954-4bc8-bbb1-b0f0ded0116c · outbound

This paper cites Portet, P.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Portet, P

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c4601d1-f0cd-4e4a-b00d-9224fcbbbc63 · outbound

This paper cites an unresolved cited work.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f426ae73-28b1-4325-8c4d-37022cfacb7c · outbound

This paper cites State of the Science on Mild Cognitive Impair- ment (MCI),.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy State of the Science on Mild Cognitive Impair- ment (MCI),

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 002a90d3-8d25-4efa-97ae-27788a4ea329 · outbound

This paper cites Coded Prevalence of Mild Cognitive Impairment in General and Neuropsychiatrists Practices in Ger- many Between 2007 and 2017,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Coded Prevalence of Mild Cognitive Impairment in General and Neuropsychiatrists Practices in Ger- many Between 2007 and 2017,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76bcb993-f396-4c80-909e-9cdb5c693eec · outbound

This paper cites The Consortium to Establish a Registry for Alzheimer’s Disease (CERAD). Part I. Clinical and Neuropsychological Assessment of Alzheimer’s Dis- ease,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy The Consortium to Establish a Registry for Alzheimer’s Disease (CERAD). Part I. Clinical and Neuropsychological Assessment of Alzheimer’s Dis- ease,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c66b61de-ff17-457f-8fd8-d79322ea7b30 · outbound

This paper cites Automatic Speech Analysis for the Assessment of Patients with Predementia and Alzheimer’s Disease,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Automatic Speech Analysis for the Assessment of Patients with Predementia and Alzheimer’s Disease,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48960ad-d50e-4e12-9028-34e2bc513f42 · outbound

This paper cites The Mild Cognitive Impair- ment Window for Optimal Alzheimer’s Disease Intervention,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy The Mild Cognitive Impair- ment Window for Optimal Alzheimer’s Disease Intervention,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb84e14f-e223-4e69-99c7-d4eeaafaa0ab · outbound

This paper cites Speech Based Detection of Alzheimer’s Disease: a Survey of AI Techniques, Datasets and Challenges,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Speech Based Detection of Alzheimer’s Disease: a Survey of AI Techniques, Datasets and Challenges,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5c5f797-aa05-4389-b734-3e7f6f4c6e29 · outbound

This paper cites The Mayo Clinic Study of Aging: Design and Sampling, Participation, Base- line Measures and Sample Characteristics,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy The Mayo Clinic Study of Aging: Design and Sampling, Participation, Base- line Measures and Sample Characteristics,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed1bca7c-df5b-4b42-b8bb-30caa8ee16f6 · outbound

This paper cites A Total Score for the CERAD Neuropsychological Battery,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy A Total Score for the CERAD Neuropsychological Battery,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f6c5dc1-1c43-4039-b96b-211dcd213f86 · outbound

This paper cites Normal Ranges of Neuropsychological Tests for The Diagnosis of Alzheimer’s Disease,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Normal Ranges of Neuropsychological Tests for The Diagnosis of Alzheimer’s Disease,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d599b7d-aa62-4daf-9665-416cdc097600 · outbound

This paper cites (2026) T ¨ubinger Erhebung von Risiko- faktoren zur Erkennung von Neurodegeneration (TREND).

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy (2026) T ¨ubinger Erhebung von Risiko- faktoren zur Erkennung von Neurodegeneration (TREND)

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38da8ce0-b49f-41d1-b6f0-a3c8008149dd · outbound

This paper cites Robust Signal-To-Noise Ratio Estimation Based on Waveform Amplitude Distribution Analysis,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Robust Signal-To-Noise Ratio Estimation Based on Waveform Amplitude Distribution Analysis,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93437d79-b084-44ed-b08d-76a90eb834e6 · outbound

This paper cites DNSMOS: A Non-Intrusive Perceptual Objective Speech Quality metric to evaluate Noise Suppressors.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy DNSMOS: A Non-Intrusive Perceptual Objective Speech Quality metric to evaluate Noise Suppressors

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.564288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f433a3a8-6eb4-4692-9dc0-ee1c0de83c1b · outbound

This paper cites Analysis of Emotional Prosody as a Tool for Differential Diagnosis of Cognitive Impairments: a Pilot Research,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Analysis of Emotional Prosody as a Tool for Differential Diagnosis of Cognitive Impairments: a Pilot Research,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e96502b8-9c83-41b5-84a8-17498fc4d65c · outbound

This paper cites Available: https://www.frontiersin.org/journals/ psychology/articles/10.3389/fpsyg.2023.1129406.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Available: https://www.frontiersin.org/journals/ psychology/articles/10.3389/fpsyg.2023.1129406

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.246173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d02035a4-8e15-485c-8cb6-cf54f6c129fc · outbound

This paper cites Pyannote.metrics: A Toolkit for Reproducible Evaluation, Diagnostic, and Error Analysis of Speaker Diarization Systems,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Pyannote.metrics: A Toolkit for Reproducible Evaluation, Diagnostic, and Error Analysis of Speaker Diarization Systems,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b5fc22-4041-4372-9736-de53d8b29d90 · outbound

This paper cites On the Theory of Filter Amplifiers,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy On the Theory of Filter Amplifiers,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b0948e-e8cf-49f6-85cf-4ed85778ec91 · outbound

This paper cites Suppression of Acoustic Noise in Speech Using Spectral Subtraction,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Suppression of Acoustic Noise in Speech Using Spectral Subtraction,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 722dd9af-29a8-4f57-870d-41a69d1e995d · outbound

This paper cites pyloudnorm: A simple Python Implementation of ITU-R BS.1770 Loudness,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy pyloudnorm: A simple Python Implementation of ITU-R BS.1770 Loudness,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27d67692-53b0-417c-bbf8-4e90481d5032 · outbound

This paper cites The Geneva Min- imalistic Acoustic Parameter Set (GeMAPS) for V oice Research and Affective Computing,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy The Geneva Min- imalistic Acoustic Parameter Set (GeMAPS) for V oice Research and Affective Computing,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85ba607c-db53-46df-a6c3-18b3c5649062 · outbound

This paper cites Utility of Artificial Intelligence-based Conversation V oice Analysis for Detecting Cognitive Decline,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Utility of Artificial Intelligence-based Conversation V oice Analysis for Detecting Cognitive Decline,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6e55b6e-eb6a-4385-8305-776198f1101b · outbound

This paper cites Caziot and B.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Caziot and B

Reference 29

Resolution: malformed identifier; doi_truncated, observed 2026-06-29T18:43:50.243443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 81a1d583-ac35-44e8-a10d-947cec2e0d18 · outbound

This paper cites Do All Features Matter? Layer-wise Feature Probing of Self-supervised Speech Models for Dysarthria Severity Classification,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Do All Features Matter? Layer-wise Feature Probing of Self-supervised Speech Models for Dysarthria Severity Classification,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b85f5e48-c4e1-4bf1-805a-14094d3aac66 · outbound

This paper cites Enhancing Dementia and Cognitive Decline Detection with Large Language Models and Speech Representation Learning,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Enhancing Dementia and Cognitive Decline Detection with Large Language Models and Speech Representation Learning,

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.245862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 58abe514-e47e-4a5c-8ba3-1b1bdb332b7f · outbound

This paper cites Scikit-learn: Machine Learning in Python,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy Scikit-learn: Machine Learning in Python,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

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Observation d5023584-9f50-40ab-bc12-2e756ebd1426 · outbound

This paper cites XGBoost: A Scalable Tree Boosting System,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy XGBoost: A Scalable Tree Boosting System,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

Source-reported events for the cited work

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Observation c0d06182-296a-4d37-bc6f-4e6735f0419f · outbound

This paper cites V oice Quality and Speech Fluency Distinguish Individuals with Mild Cognitive Impairment from Healthy Controls,.

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy V oice Quality and Speech Fluency Distinguish Individuals with Mild Cognitive Impairment from Healthy Controls,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T18:40:22.984004Z

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Pith citing papers

Observation 2d40517a-9662-4fab-ad3f-8960eaed4150 · inbound