Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:54.067909Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2505.19448.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:54.067909Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:51.214605Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T14:17:54.651515Z
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d3203e91-fe9b-4c3f-bc34-92be6e72a8bd · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Unresolved cited work
Reference 1
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 14b4840c-6c02-4aea-af54-0b9b2ebd13fe · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection
Reference 2
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 c8e40f0d-3772-4d88-8233-a4737206138c · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Fine-tuning ASR models We selected 18 variants from Wav2Vec2 [14], HuBERT [15], WavLM [16], and Whisper [17] for fine-tuning, as these models provide varying WER
Reference 3
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 45f95e5e-5d2f-4c12-ae2c-72d81bb33a24 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Experimental setup For fine-tuning the ASR models, we employed the AdamW op- timizer with a learning rate of 1 × 10−5 and weight decay of 5 × 10−3
Reference 4
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 2fbf8599-0e49-4a9a-a3f3-7a85d859c721 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Unresolved cited work
Reference 5
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 116ee3d6-1614-4db9-b279-29cb7121b963 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection S2023Z20004), by the National Social Science Foundation of China (Grant No
Reference 6
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 231a2ef1-d7aa-4015-bc63-3ee9643b1b80 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Advances in the early detection of alzheimer’s disease,
Reference 7
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 ba922741-b140-4258-ba3d-f0ec9e5e7401 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection De- tection of cognitive impairment and alzheimer’s disease using a speech- and language-based protocol,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bea358b-50bb-43b1-922e-1a22ebaf00c1 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Clever hans ef- fect found in automatic detection of alzheimer’s disease through speech,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e78a333f-71b0-4048-b604-d21c8403ddc5 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Macro-descriptors for alzheimer’s disease detection using large language models,
Reference 10
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 076a4183-260f-43c3-85ae-9b58cfc326b1 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Using the outputs of different auto- matic speech recognition paradigms for acoustic-and BERT-based Alzheimer’s dementia detection through spontaneous speech
Reference 11
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 3407a53d-20da-4ca9-af1b-a75d4d2c4f81 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection The USTC system for ADReSS-M challenge,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f717ad5b-caaf-41d7-ab52-8cbdf084defe · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Leveraging prompt learning and pause encoding for alzheimer’s disease de- tection,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dde7005-b1d6-45e4-90cb-fb8a8668215c · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Alzheimer’s dementia recognition through spontaneous speech: The ADReSS challenge,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4fda012-8f69-45dc-bfdb-812598c2708f · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Detecting cognitive decline using speech only: The ADReSSo Challenge
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d11f3e9-2b95-43a3-ae62-80e685c1ea50 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Multilingual Alzheimer’s dementia recogni- tion through spontaneous speech: a signal processing grand chal- lenge,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f5c0e36-2757-48eb-9d27-4bf513419114 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Connected Speech-Based Cognitive Assessment in Chinese and English
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a9f446f-6936-44b7-96cf-be43e9ca5624 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Automated screening for Alzheimer’s dementia through spontaneous speech
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4c0ebd7-bfa8-4bb6-a903-471c323ea404 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection A comparative study of acoustic and linguistic fea- tures classification for Alzheimer’s disease detection,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e9100aa-ef27-4825-89c3-3f4bdbd63ef3 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33d16c9a-79eb-4fa7-9d87-87c2a1ab7ab3 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4f22742-f19b-4b71-9dcd-43fd6a68d3ec · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection WavLM: Large-scale self-supervised pre-training for full stack speech processing,
Reference 22
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 b5e3f7b6-9cfa-436f-9b9d-7ebf74b08d14 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Robust speech recognition via large-scale weak su- pervision,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dbb5abf-74b4-4c2c-9238-4c900e0b8eae · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Speech recognition in Alzheimer’s disease and in its assessment
Reference 24
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 8865439d-dbb5-4e48-8083-5dc79f44448b · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Impact of ASR on Alzheimer's Disease Detection: All Errors are Equal, but Deletions are More Equal than Others
Reference 25
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 8ddcd5d1-78bf-4155-9a44-61926609c743 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Useful blunders: Can automated speech recognition errors improve downstream demen- tia classification?
Reference 26
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 0552f422-6798-4415-b17d-1c7ac341913c · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Can automated speech recognition errors pro- vide valuable clues for alzheimer’s disease detection?
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d2c8c16-c9e9-43a0-88cd-a3dbfecd974f · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 573013f1-924d-4413-a0b4-6b13d79a18f8 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Exploring linguistic feature and model combination for speech recognition based automatic ad detection,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7c9c0f4-d624-4771-8759-bfb5d3ad6233 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Disflu- encies and fine-tuning pre-trained language models for detection of Alzheimer’s disease
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c767485-48cc-4410-b56b-2e1bb8d0eba1 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfd553d1-2707-480e-afa6-8c409437c57d · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Leveraging pretrained representations with task-related key- words for alzheimer’s disease detection,
Reference 32
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 c56157ab-dc9d-493f-84eb-279f5cc182a9 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection A two- step attention-based feature combination cross-attention system for speech-based dementia detection,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e909dbb-7dc5-4a23-80a8-893e0b167f13 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection An explain- able ai approach to speech-based alzheimer’s dementia screen- ing,
Reference 34
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 3a46ffba-981d-41ff-98c5-b4b472ba59a7 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis
Reference 35
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 54874081-76e5-4bff-9792-0067ae4ea4db · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Influence of the interviewer on the automatic assessment of alzheimer’s disease in the context of the adresso challenge,
Reference 36
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 2d5d8562-9e7d-4d45-8709-15c4a599b882 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Mrc psycholinguistic database: Machine-usable dic- tionary, version 2.00,
Reference 37
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 541a6ad3-756f-496a-b84a-e0879d793607 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection What does bert learn about the structure of language?
Reference 38
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 f3401bc9-abd2-44c1-9055-b709433343af · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Layer-wise analysis of a self-supervised speech representation model,
Reference 39
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 90c811cb-6da0-44ae-9fa5-9f48ab447dd8 · outbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Attentive Pooling Networks
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14b4840c-6c02-4aea-af54-0b9b2ebd13fe · inbound
Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection
Reference 2
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.