PROCESS-2: A Benchmark Speech Corpus for Early Cognitive Impairment Detection
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Abstract (arXiv)
Speech-based analysis offers a scalable and non-invasive approach for detecting cognitive decline, yet progress has been constrained by the limited availability of clinically validated datasets collected under realistic conditions. We introduce PROCESS-2, a large-scale speech dataset designed to support research on automatic assessment of cognitive impairment from spontaneous and task-oriented speech. The dataset comprises recordings from 200 healthy controls, 150 mild cognitive impairment, and 50 dementia diagnoses collected using the CognoMemory digital assessment platform. Each participant completed a single assessment session, including picture description and verbal fluency tasks, accompanied by manually verified transcripts and participant-level metadata. PROCESS-2 contains approximately 21 hours of speech audio with predefined train/test partitions. Comprehensive technical validation evaluated demographic balance, clinical consistency, recording stability, embedding-space structure, and reproducible baseline modelling performance, demonstrating clinically meaningful group separation and stable performance across modelling approaches while preserving real-world conversational variability. PROCESS-2 is released under controlled access via Hugging Face to enable responsible reuse while protecting participant privacy, providing a reproducible benchmark resource for speech-based cognitive assessment research.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 10 of its 57 references that are in the map. First posted on arXiv 14 May 2026.
Builds on
10 of 57 references.
References · 10
- 2020Alzheimer's Dementia Recognition through Spontaneous Speech: The ADReSS Challengecited by 104
- 2021Detecting cognitive decline using speech only: The ADReSSo Challengecited by 81
- 2023Multilingual Alzheimer's Dementia Recognition through Spontaneous Speech: a Signal Processing Grand Challengecited by 18
- 2016The Dem@Care Experiments and Datasets: a Technical Reportcited by 7
- 2024Early Dementia Detection Using Multiple Spontaneous Speech Prompts: The PROCESS Challengecited by 6
- 2025CognoSpeak: an automatic, remote assessment of early cognitive decline in real-world conversational speechcited by 5
- 2025Predicting Cognitive Decline: A Multimodal AI Approach to Dementia Screening from Speechcited by 2
- 2026False positive bias in AI-powered speech-based cognitive screening for multilingual English speakers in the UKcited by 2
- 2024Leveraging Multimodal Methods and Spontaneous Speech for Alzheimer's Disease Identificationcited by 1
- 2026CogPic: A Multimodal Dataset for Early Cognitive Impairment Assessment via Picture Description Taskscited by 1
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Citing papers per year: 2026: 2.
2 papers.