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Sleep staging leaderboard

Sleep Heart Health Study (SHHS, NSRR): macro-F1

1 reported result for sleep staging on Sleep Heart Health Study (SHHS, NSRR), ranked by macro-F1. Every row cites its source publication.

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  1. Leaderboard added with 1 result

From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

This page ranks every result ChatPPG has recorded for sleep staging on Sleep Heart Health Study (SHHS, NSRR), measured by Macro-averaged F1 (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

Sleep staging: Sleep Heart Health Study (SHHS, NSRR), Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1SleepMaMi

SleepMaMi (SNU; macro+micro PSG sleep foundation model, ICML 2026)

Evaluation details · open weights

Linear probe on frozen SleepMaMi embeddings, SHHS1 test split (Phan et al. 2021 partition); acc 81.9, κ 70.0; arXiv v3 Table 1

Label set: 5 classes (W, N1, N2, N3, REM)

Weights: open

Reported as of: 2026-10-23

74.1

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-23.

About the dataset

Licence: Not stated

Sources on this board

Related leaderboards

Other metrics on Sleep Heart Health Study (SHHS, NSRR)

Sleep staging on other datasets

Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, SHHS, NSRR macro-F1 leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/shhs-macro-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/shhs-macro-f1">ChatPPG, SHHS, NSRR macro-F1 leaderboard: sleep staging</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). SHHS, NSRR macro-F1 leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/shhs-macro-f1

BibTeX
@misc{chatppg_sleep_staging_shhs_macro_f1,
  author       = {{ChatPPG}},
  title        = {{SHHS, NSRR macro-F1 leaderboard: sleep staging}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/shhs-macro-f1}},
  note         = {ChatPPG Research Hub}
}
CITATION.cff
cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "SHHS, NSRR macro-F1 leaderboard: sleep staging"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-staging/shhs-macro-f1"
date-released: "2026-10-26"