Paper Citation Record · LEDGER

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 3 inbound Pith citation observations for arXiv:2506.01683.

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

pith.paper-citation-record.v1
2506.01683 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:40:12.061556Z

measured 47 of 47 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:39:46.962170Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:58:58.544924Z

Reference resolution

44 of 44 outbound references displayed

verified exact2
verified fuzzy28
unresolved14
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48c967f7-ad42-42fb-bc70-7e11f15c3f83 · outbound

This paper cites It significantly impacts patients’ ability to perform daily activities, thereby severely affecting their quality of life.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models It significantly impacts patients’ ability to perform daily activities, thereby severely affecting their quality of life

Reference 1

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Observation 2ddb6ebb-778e-4489-86e5-1da37fb28903 · outbound

This paper cites Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models

Reference 2

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Unresolved cited work

Reference 3

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Observation a3fe3757-2ff0-499d-a955-0d3c2a15d6a7 · outbound

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Unresolved cited work

Reference 4

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Observation dc416dc2-83f8-4156-bd61-30dc5941e51c · outbound

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Unresolved cited work

Reference 5

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Observation 5a87bd31-2b92-4f3a-bb14-446875628034 · outbound

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Unresolved cited work

Reference 6

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Observation 0edc3dd6-e0e0-41a4-8cc6-fcb2511f6e71 · outbound

This paper cites A clinicopathological approach to the diagnosis of dementia,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models A clinicopathological approach to the diagnosis of dementia,

Reference 7

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Observation d01cdf39-6185-4e96-bf5c-e03e33ded25a · outbound

This paper cites Dementia prevention, interven- tion, and care: 2020 report of the lancet commission,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Dementia prevention, interven- tion, and care: 2020 report of the lancet commission,

Reference 8

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Observation 41a4be78-b942-46d0-ac01-8559e7c8ff54 · outbound

This paper cites Alzheimer’s dementia recognition through spontaneous speech,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Alzheimer’s dementia recognition through spontaneous speech,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:59.415726Z

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Observation db7d0afe-79fe-4941-b7fd-aa634a1bafcc · outbound

This paper cites Parameter-efficient fine-tuning of large-scale pre-trained lan- guage models,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Parameter-efficient fine-tuning of large-scale pre-trained lan- guage models,

Reference 10

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Observation 91b621c1-5b2b-4d99-b0b9-46577e3b60ed · outbound

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

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 11

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Observation afa56286-76aa-4eff-885c-fd709a8d563c · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Chain-of-thought prompting elicits reasoning in large language models,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:59.223429Z

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Observation e0bef557-9962-48a0-82f9-e45bcc5ae248 · outbound

This paper cites Diagnosing dementia and cognitive dysfunction in the el- derly in primary health care: a systematic review,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Diagnosing dementia and cognitive dysfunction in the el- derly in primary health care: a systematic review,

Reference 13

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Observation 2c39d5f2-6f9e-465b-8a73-f1855fd7580a · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.093262Z

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Observation 0a5a1821-504c-415d-bd01-67429f71db7b · outbound

This paper cites Alzheimer’s dis- ease: A review on the current trends of the effective diagnosis and therapeutics,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Alzheimer’s dis- ease: A review on the current trends of the effective diagnosis and therapeutics,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.901395Z

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Observation 2561a40f-306b-45de-b8d1-cdf974d5f78c · outbound

This paper cites The dementia diagnosis: a literature review of information, understanding, and attributions,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models The dementia diagnosis: a literature review of information, understanding, and attributions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.726017Z

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Observation 34cefdf2-6107-4f44-94ee-24ae6c68a2ff · outbound

This paper cites Noninvasive automatic detection of alzheimer’s disease from spontaneous speech: a re- view,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Noninvasive automatic detection of alzheimer’s disease from spontaneous speech: a re- view,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.650224Z

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Observation 51df2df4-cf2a-4513-86b0-0f3ba20d0adf · outbound

This paper cites An assessment of paralin- guistic acoustic features for detection of alzheimer’s dementia in spontaneous speech,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models An assessment of paralin- guistic acoustic features for detection of alzheimer’s dementia in spontaneous speech,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.509681Z

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Observation 63d126aa-96c2-4ce5-ae3c-50f9006d651f · outbound

This paper cites Automatic detection of alzheimer’s disease using spontaneous speech only,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Automatic detection of alzheimer’s disease using spontaneous speech only,

Reference 19

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Observation d652f933-3c51-4584-b7ca-37e17113828a · outbound

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

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.217389Z

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Observation f771c8b8-2d2d-4d7f-813a-4382305815d5 · outbound

This paper cites The assessment of aphasia and related disorders,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models The assessment of aphasia and related disorders,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:57.733878Z

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Observation 557890bb-0467-41c2-bca5-fa806b5e360b · outbound

This paper cites Exploring multi- task learning and data augmentation in dementia detection with self-supervised pretrained models,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Exploring multi- task learning and data augmentation in dementia detection with self-supervised pretrained models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:58.053122Z

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Observation a90570d6-e5fa-4f70-8089-50a04814bc67 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 23

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Observation 4aaf1788-5b84-4066-b043-b0a855102b06 · outbound

This paper cites Mistral 7B.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Mistral 7B

Reference 24

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This paper cites Optimizing and evaluating pre-trained large language models for alzheimer’s disease detection,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Optimizing and evaluating pre-trained large language models for alzheimer’s disease detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:57.905162Z

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Observation 52b356c5-6329-4281-a4e2-4a3708283954 · outbound

This paper cites GPT-4 Technical Report.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models GPT-4 Technical Report

Reference 26

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Observation 202836b5-e91f-4e77-8e8b-1b45b4dd18cb · outbound

This paper cites Alzheimer’s disease recognition from spontaneous speech using large language mod- els,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Alzheimer’s disease recognition from spontaneous speech using large language mod- els,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:57.810616Z

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Observation 60846e5a-bf7a-4a3f-bcea-42eef8d02836 · outbound

This paper cites Automated recognition of alzheimer’s dementia using bag-of-deep-features and model ensembling,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Automated recognition of alzheimer’s dementia using bag-of-deep-features and model ensembling,

Reference 28

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Goodglass and E

Reference 29

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This paper cites Goodglass, E.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Goodglass, E

Reference 30

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Observation d93d6fc9-d6d8-4235-b197-6d28447c8882 · outbound

This paper cites The childes project part 1: The chat transcrip- tion format,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models The childes project part 1: The chat transcrip- tion format,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:55.871894Z

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Observation 119d4853-5a35-4430-8a62-bced3bcae166 · outbound

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

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Robust speech recognition via large-scale weak su- pervision,

Reference 32

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Observation 7c2ffc83-680e-48f4-abcb-a92467a6278e · outbound

This paper cites The Llama 3 Herd of Models.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models The Llama 3 Herd of Models

Reference 33

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This paper cites Language models are few-shot learners,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Language models are few-shot learners,

Reference 34

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Observation ffac9240-f2d8-4206-aef2-6842cbc997a4 · outbound

This paper cites Self-supervised learning: Generative or contrastive,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Self-supervised learning: Generative or contrastive,

Reference 35

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Observation 26e9f14e-030b-429f-a41c-b0c08157c0ae · outbound

This paper cites Comparing Acoustic-based Approaches for Alzheimer's Disease Detection.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Comparing Acoustic-based Approaches for Alzheimer's Disease Detection

Reference 36

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Observation 3d3a307d-624d-42f8-b092-14adc35b87ac · outbound

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Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Unresolved cited work

Reference 37

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Observation bcf9eee8-6c80-4d0c-a7fe-8bb74efc7019 · outbound

This paper cites A comparison of acoustic and linguistics methodologies for alzheimer’s dementia recognition,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models A comparison of acoustic and linguistics methodologies for alzheimer’s dementia recognition,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:35.917725Z

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Observation 2b676ffa-d503-4cb9-91a4-c3e7e00b1c23 · outbound

This paper cites Exploring deep transfer learning techniques for alzheimer’s dementia detection,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Exploring deep transfer learning techniques for alzheimer’s dementia detection,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:34.931219Z

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Observation 7d366b26-4dda-4c7c-a972-07adb15a18a0 · outbound

This paper cites Decoupled Weight Decay Regularization.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Decoupled Weight Decay Regularization

Reference 40

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This paper cites Linear dis- criminant analysis,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Linear dis- criminant analysis,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:31.436793Z

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Observation 6dc1dc95-d82e-47cd-b590-0e510dafff6c · outbound

This paper cites Support vector machines,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Support vector machines,

Reference 42

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This paper cites Attention-based bidirectional long short-term memory networks for relation classification,.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models Attention-based bidirectional long short-term memory networks for relation classification,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:40:23.084080Z

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Observation fd5d21fa-3fc5-49d1-85db-b13ec0454e93 · outbound

This paper cites SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering.

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering

Reference 44

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Pith citing papers

Observation 2ddb6ebb-778e-4489-86e5-1da37fb28903 · inbound